{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "72e1617b6eef328e",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "导入数据以及相关依赖"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "c4b67265a751af5b",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T08:50:00.112581700Z",
     "start_time": "2024-05-15T08:50:00.015960400Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. 导入相关依赖\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# 2. 导入数据\n",
    "X,y = make_moons(n_samples=1000,noise=0.3,random_state=0)\n",
    "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.2,random_state=0)\n",
    "\n",
    "\n",
    "# 3. 绘制数据集\n",
    "plt.scatter(X[y==0,0],X[y==0,1],color='red',marker='o',label='y=0')\n",
    "plt.scatter(X[y==1,0],X[y==1,1],color='blue',marker='s',label='y=1')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2a0544b12cb958c",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "硬投票"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "8677616c1eb6d858",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T08:50:00.249709300Z",
     "start_time": "2024-05-15T08:50:00.117549800Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hard voting accuracy: 0.915\n",
      "RandomForestClassifier accuracy: 0.905\n",
      "LogisticRegression accuracy: 0.825\n",
      "SVC accuracy: 0.92\n"
     ]
    }
   ],
   "source": [
    "# 1. 导入依赖\n",
    "from sklearn.ensemble import VotingClassifier # 投票器\n",
    "from sklearn.ensemble import RandomForestClassifier  # 随机森林\n",
    "from sklearn.linear_model import LogisticRegression # 逻辑回归\n",
    "from sklearn.svm import SVC # SVC分类器\n",
    "\n",
    "# 2. 定义模型\n",
    "estimators = [\n",
    "    ('rf',RandomForestClassifier()),\n",
    "    ('lr',LogisticRegression()),\n",
    "    ('svc',SVC())\n",
    "]\n",
    "\n",
    "# 3. 定义投票器\n",
    "ensemble = VotingClassifier(estimators=estimators,voting='hard')\n",
    "\n",
    "# 4. 训练模型\n",
    "ensemble.fit(X_train,y_train)\n",
    "\n",
    "# 5. 预测结果\n",
    "y_pred = ensemble.predict(X_test)\n",
    "\n",
    "# 6. 评估模型\n",
    "from sklearn.metrics import accuracy_score\n",
    "print('hard voting accuracy:',accuracy_score(y_test,y_pred))\n",
    "for clf in ensemble.estimators_:\n",
    "    y_pred = clf.predict(X_test)\n",
    "    print(clf.__class__.__name__+' accuracy:',accuracy_score(y_test,y_pred))\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "993cf394e29242d3",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "软投票"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "e5fc0ccc68e91829",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T08:50:00.387898800Z",
     "start_time": "2024-05-15T08:50:00.250705800Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "soft voting accuracy: 0.9\n",
      "RandomForestClassifier accuracy: 0.91\n",
      "LogisticRegression accuracy: 0.825\n",
      "SVC accuracy: 0.92\n"
     ]
    }
   ],
   "source": [
    "# 1. 导入依赖\n",
    "from sklearn.ensemble import VotingClassifier # 投票器\n",
    "from sklearn.ensemble import RandomForestClassifier  # 随机森林\n",
    "from sklearn.linear_model import LogisticRegression # 逻辑回归\n",
    "from sklearn.svm import SVC # SVC分类器\n",
    "\n",
    "# 2. 定义模型\n",
    "estimators = [\n",
    "    ('rf',RandomForestClassifier()),\n",
    "    ('lr',LogisticRegression()),\n",
    "    ('svc',SVC(probability=True))\n",
    "]\n",
    "\n",
    "# 3. 定义投票器\n",
    "ensemble = VotingClassifier(estimators=estimators,voting='soft')\n",
    "\n",
    "# 4. 训练模型\n",
    "ensemble.fit(X_train,y_train)\n",
    "\n",
    "# 5. 预测结果\n",
    "y_pred = ensemble.predict(X_test)\n",
    "\n",
    "# 6. 评估模型\n",
    "from sklearn.metrics import accuracy_score\n",
    "print('soft voting accuracy:',accuracy_score(y_test,y_pred))\n",
    "for clf in ensemble.estimators_:\n",
    "    y_pred = clf.predict(X_test)\n",
    "    print(clf.__class__.__name__+' accuracy:',accuracy_score(y_test,y_pred))\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1482e71cc929837a",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Bagging策略演示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "c3b399efaca1dc84",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T08:50:02.045670900Z",
     "start_time": "2024-05-15T08:50:00.389892400Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bagging accuracy: 0.91\n",
      "decision tree accuracy: 0.835\n"
     ]
    }
   ],
   "source": [
    "# 1. 导入相关依赖\n",
    "from sklearn.ensemble import BaggingClassifier # Bagging分类器\n",
    "from sklearn.tree import DecisionTreeClassifier # 决策树分类器\n",
    "\n",
    "# 2. 定义模型\n",
    "base_estimator = DecisionTreeClassifier(random_state=42)\n",
    "bagging_clf = BaggingClassifier(estimator=base_estimator,\n",
    "                                n_estimators=500,\n",
    "                                max_samples=100,\n",
    "                                n_jobs=-1,\n",
    "                                random_state=42)\n",
    "\n",
    "# 3. 训练模型\n",
    "bagging_clf.fit(X_train,y_train)\n",
    "\n",
    "# 4. 预测结果\n",
    "from sklearn.metrics import accuracy_score\n",
    "y_pred = bagging_clf.predict(X_test)\n",
    "print('bagging accuracy:',accuracy_score(y_test,y_pred))\n",
    "base_estimator.fit(X_train,y_train)\n",
    "y_pred = base_estimator.predict(X_test)\n",
    "print('decision tree accuracy:',accuracy_score(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ada28f1fce9c2d2",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Bagging策略展示--决策边界"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "d2bf13f3b005688a",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T08:50:02.298114700Z",
     "start_time": "2024-05-15T08:50:02.043169900Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x400 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_decision_boundary(model, X, y):\n",
    "    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.1),\n",
    "                         np.arange(y_min, y_max, 0.1))\n",
    "    Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "    Z = Z.reshape(xx.shape)\n",
    "    plt.contourf(xx, yy, Z, alpha=0.5)\n",
    "    plt.scatter(X[:, 0], X[:, 1], c=y, alpha=0.8)\n",
    "\n",
    "plt.figure(figsize=(12, 4))\n",
    "plt.subplot(121)\n",
    "plot_decision_boundary(bagging_clf, X, y)\n",
    "plt.title('Bagging')\n",
    "plt.subplot(122)\n",
    "plot_decision_boundary(base_estimator, X, y)\n",
    "plt.title('Decision Tree')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88c647d1a8d52e83",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "OOB策略"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "f0a74ddb45fc6ab3",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T08:50:02.575057500Z",
     "start_time": "2024-05-15T08:50:02.298114700Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "oob score: 0.91\n",
      "test data accuracy score: 0.91\n"
     ]
    }
   ],
   "source": [
    "# 1. 使用oob策略\n",
    "bagging_clf = BaggingClassifier(estimator=base_estimator,\n",
    "                                n_estimators=500,\n",
    "                                max_samples=100,\n",
    "                                n_jobs=-1,\n",
    "                                oob_score=True,\n",
    "                                random_state=42)\n",
    "bagging_clf.fit(X_train,y_train)\n",
    "print('oob score:',bagging_clf.oob_score_)\n",
    "bagging_clf.oob_decision_function_  # 输出每个袋外样本的预测值\n",
    "y_pred = bagging_clf.predict(X_test)\n",
    "print('test data accuracy score:',accuracy_score(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "193b9e6ccf84d164",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "使用随机森林查看特征重要性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "fcb3a8381bc5ce6",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T08:50:02.651759300Z",
     "start_time": "2024-05-15T08:50:02.576709300Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sepal length (cm) 0.09744326274301907\n",
      "sepal width (cm) 0.02350394969642319\n",
      "petal length (cm) 0.36903839665751903\n",
      "petal width (cm) 0.5100143909030387\n"
     ]
    }
   ],
   "source": [
    "# 1. 使用莺尾花数据集\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "iris = load_iris()\n",
    "X = iris.data\n",
    "y = iris.target\n",
    "\n",
    "for name,score in zip(iris.feature_names,RandomForestClassifier().fit(X,y).feature_importances_):\n",
    "    print(name,score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "86c97c4f69ff4a6d",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-05-15T12:39:12.125878100Z"
    }
   },
   "outputs": [],
   "source": [
    "# 2. 使用其他数据集\n",
    "from sklearn.datasets import fetch_openml\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "mnist = fetch_openml('mnist_784', version=1)\n",
    "X = mnist.data\n",
    "y = mnist.target\n",
    " \n",
    "importances = RandomForestClassifier(\n",
    "    n_estimators=500,\n",
    "    random_state=42,\n",
    "    n_jobs=-1\n",
    ").fit(X,y).feature_importances_\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "\n",
    "# 绘制相关热度图\n",
    "def plot_importances(data):\n",
    "    img =  data.reshape(28,28)\n",
    "    plt.imshow(img,cmap=matplotlib.cm.hot)\n",
    "    plt.axis('off')\n",
    "    \n",
    "plot_importances(importances)\n",
    "# char = plt.colorbar(ticks=[importances.min(), importances.max()])\n",
    "# char.ax.set_yticklabels(['Low', 'High'])\n",
    "plt.show()\n",
    "    "
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T08:50:35.724147100Z",
     "start_time": "2024-05-15T08:50:35.679822700Z"
    }
   },
   "id": "7f40efd8e2b2c383"
  },
  {
   "cell_type": "markdown",
   "source": [
    "Boosting策略实现--自定义实现"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "8146c50803635fa1"
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiIAAAGdCAYAAAAvwBgXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9d5ws2V3fjb/POVXVebon33z3bpJWAUUUUdgVSEiyhDDGxhgMPICNkWwwtjHJPxuHR4ADBswPg39+iA/BgMkgokBGESWUdlfSxhsnz3Tuqjrn/P6oru7qnp6ZnrmTb71fr9m906G6uqfPt77n803CWmtJSUlJSUlJSTkC5FGfQEpKSkpKSsqdS+qIpKSkpKSkpBwZqSOSkpKSkpKScmSkjkhKSkpKSkrKkZE6IikpKSkpKSlHRuqIpKSkpKSkpBwZqSOSkpKSkpKScmSkjkhKSkpKSkrKkeEc9QlshzGGGzduUCqVEEIc9emkpNyRWGup1WqcO3cOKU/G3iW1HSkpR8tu7MaxdkRu3LjBxYsXj/o0UlJSgKtXr3LhwoWjPo2xSG1HSsrxYBy7cawdkVKpBMDrLn4jjvSO+GxSUu5MQuPzp1f/Z289ngRS25GScrTsxm4ca0ckllQd6eHKzBGfTUrKnc1JCnGktiMl5Xgwjt04GQHflJSUlJSUlFNJ6oikpKSkpKSkHBmpI5KSkpKSkpJyZKSOSEpKSkpKSsqRkToiKSkpKSkpKUfGsa6aSUk57YTG7uvxHHlyKltSUlL2jr/PVWzKmP6/D7lCLnVEUlKOECMBtU+LXltCY1NnJCXllOMLgc4IUPsU1NAWGSR+Dc2hOiOpI5KSckSExoIEu0+r0EoBwf4qLCkpKccPnRHonMCq/TmeCEGGICUYa5FSoA7RlKSOSErKEWEkGFfgOoqQ8LaPJ8JoB5OqIikpp5c4JGOVQGT1/hy0KTGeQFqD1AKjLDqwh6aKpI5ISsoREKshOBahLC63v7UJ0BiTqiIpKacdnYuckIy7P5JIJ6vRRuI0BDgWpMXow1NFUkckJeWIMK7AcUJgf3Y1rgLfURCkqkhKymlFZwTkDHnPR8r98RRUVtDqZNGuICNDNKBDdWiqSOqIpKQcMqGxUZKqY8krn/3yF4wF43iEroPspKpISsppwxdRbkg+22HKbeBKs/OTxiA0khtZF9kGQshmAhqOPDRVJHVEUlKOgL4aAq7YH3k1QJNXPlVHYVJVJCXl1BGrIRWniSsNuX1a3zULuYxPK5uFlsAjQDnm0FSR1BFJSTlgtB3cUsRqSFYG+H4GvcMiz2eCbe+PcYWiYzWOo3uqyHCfktQxSUk5GQRDdsES5YbkPB8pLI16mcYujjczUd3yPk8YJr0mrawHLYHfcbFIkAKtBOhB5WW/HZPUEUlJOUC0tRgpEF0HwFqLUeCoECksoXTA21r7DH0BnfGdESkgKwPqjooSVwdPZs/vIyUl5XAJMxKR6DFkLZDTTHoNmo0iTSdDrjh+ftnyxsSWzkhGCnzdVUVyWWToIKTBGoHxBfj9NuzW2H0P16SOSErKAWKkwDj08kC0JVJDVKSGBBmByGy9qrUUdNqKPOOrIkZoHKXRzuDytgJCPw3XpKQcd2I1RGej3233J+8FSGFpOln8ikTlx3dEWvUMM9vc7wlD2WnRynqYUIAQGANGAUhEVxUxErS/v+Ga1BFJSTkgtLUYRyCcyNGw1oIAx9F9NSRrEZltEs4UBFrS7Li7U0VUQGO425ERmH3Ksk9JSTk4wozslujGtsEiBH01ZMLBLQfIzHj9h5odD1uRLK/soIpYSy7j4ysXAIcAP3TQRiKbIJWFrsq7n6pI6oikpBwQRgoQoJRBElW1SGnJKb+nhkhlyHlbOxiOkrTaGTpi96qIqwZ3S76jMDZVRVJSjjO93JCcppj1sTZSQ4SwPTXE8QxTE3UK7ng2IZvxWQgmqK7vrIpMek1qKte9xeI4hpb1sL7AiUt7tdpXVSR1RFJSDgBtLYhIDZGA0IAEJSxS0FNDcpmAgtpaEWkArazZkyqSVz4h2d5txmrC0ElVkZSUY47Oid5aVwasskx7NTZq5Z4aUnADZr3W2MecLDeoNYs7qiIYQzEhd9TRtCRoT6CbCuFpUPuriqSOSErKAWEccJTBU0EUkpGghCHo9NWQitvAE1uvZs+BILM3VSSwGod277a8gmra8Cwl5dgSSkHoScjprm0wWCcKywADashd2eWxj1vINqjIDB/NF3ZURSJnpNn73XWiUFGrncG4UFABLdx9Le1NHZGUlAOmqQtYKxA2MijakQgESoc06iXa26xjHXVbxgqFlrAWFMgYf8vHJxWT4f4kydJegrS0NyXlOKKzkMtESak32+dBgOxuVgLlYqTF2fB4onoRT4zf0KxuHLLaoZnJ8GTToxjWtnxsUjHpGLuptFeKKJF+v0p7U0ckJeUQcKctngpRQrCmPcgaZooNXGnJ7LBu61oQBA7tjSxyIyRXGK2gtGrbHygO11QdBUagnL6jov3bH7qXkpJye2hPIrKWitNkqXMOgJkH2rjSsNwqEzguUxc3uLu0Rknubs3WjMOU3+SjN+5CPyKZmu2MfNzqzQzL1X74Jg7XJEt7s16A0QZdlRgkLt0qH723cRWpI5KScoCENoNfchECmtZDWEEoBa4wbLTzOGNsHkILWEHoCkzOYa2VxZUjQjQZts0jGWh4FjoEJmE0ZBquSUk5SkIp0FlBNtMBAevzRVQZaqaINIALnZzAdiSPBmd3pYbENLSDci1r03lYmSPvjGiJVoZWXW0K3/RUkbqgHTiEVmLyAuODCLrn4kh0aHatiqSOSErKAeKXXDpTEpkxxEvTCEvWCwgEDPcc24rAgDWaTtbBvQXa3fyYMJAoIbbNI0k2PLOJF7cyndqbknKUaE9CxlBxm6z4Z6ldUqgZjQBE13q4uYCGBwVpxswWG8S3hnYHmgWFVDmccHRv1qZxNqkiccMzP8wAAik02iiMFMgQZLfjmTW7T2JNHZGUlAPCOi7+hEBMhkhXI7q7BEcYhApxt0lSHUYBWRPS8LL4G4q8GiGrKtBImq3tVREjIlVEm0QOiSEt7U1JOSJiNSSTjdb1+nwBcY+Pqvjd/JBoTU5nq7jCoPaghgDkgGnjE5Yr1Ns5So/lyE5uzhVxmi5VNZjUGpf2LoTRLkhgEdZgZdR9VVqDxWKtQPu780RSRyQl5YDwJxyY0sxUamScsL+rkQEKULu83vsWctmQ1VoZsaTIFtsD9ztK0tDejp1Y41yRtvB6txlJWtqbknJEaE9iM4ZJt8lycJb6JYXwAl5w6ame3QAoqA6FXeaGDONbSWWixSP+OTrLGc4Xb216TLPj0fTdkapIPtNPls9Zy4bJYTyBaFmka6KQjRSwi3SR1BFJSTkAgpxHUBZMVercV1igoAaNh9qFGhKjraCqPKqVHOG6YtJpDtzvd3dV7ba3Y65IPKk3xtiotDdVRVJSDpdebki2g7BdNeRunwcu3+DLZz4ODK7FzB7VkCS3CgWu3pimMV/AXstx5fzVgfsbEy4rG+WRqsh0Iq/EAKGRNI2HCUS/tFcrbDi+jUsdkZSUAyAoR2qIUJacCiirvWWTD9M2DhP5FrXJItXhxkTSUvEa3Mq6dILtVZHh0t6AfhJrqoqkpBwe2ouSK6SFpa4aQibkTfOf4JJXP7DXfeaFm3yidZHFpQrPlU/2bq8bxV35ZVbLRVgXmytohpj0mrQ6HoEr8dsu2UxAQ8ko72xMUkckJWWfaWdd/LLAKri/sMDkPjkhEDUTulJY4pPlHNX1DFQnBu7PFmpks0FPFRlmu86svdLetOFZSsqhIgFpBBvnC9is5FmXrzPtjU4k3Q/m3QYPzTzM566dYWm2wKPXLg3cX5lfZGqizkqlDCuwPGRnkhsgT3RLe9tZAungEaAcQygZm9QRSUnZZ2I1ZKZSI6f2ktu+NUWpaShDMd+iVikShP0l3KordB0qhTq3si5aDFoC1dla0h0o7e02PEtJSTk8GqJC7ZJC3N3izfOfOPDXm/Wa3HfhFp97+jKNy/ne7Ws3s/i3JHeducVqedDGwPalvYHuqyKdXXgXu/BZUlJSduIg1ZCYWBURZY0/Qf+nImk4GZSwZLMBOsPAT2coHDNMnMRKd1rwcOfVlJSUg6N+Lo/NCB7oqiGXDzAsE/PQzMNwqUPjPL2f+hWHxUwFgKmJ+qCNmYBm3hlQSDJS9FQRqSCQDgJQTpojkpJyJARlB+uIA1FDYmJVZGqiTiHxEkvk0euKRr2EyhhsxpDvJsU22gqdFTuW9iZVEdlJHZGUlMMgzBcAEHe3D0UNgSg8A3DfhVvMN/uJ65/hLNfrFRavneH87CKPFT2mZf/+1ojSXmBTG/jMqGZpW5AqIikp+0Q7283JmAy5v7BwoK9VUAHnM6usGK/3I4shfkWiBFTcBo7SNK2gaQUiYyBrxlJFsjIAx0YlvakqkpJy4DQuZKne5/DA5esAh6KGxDw08zCPhpO9H3W2DVd8FjMVXGXIZvwBOyPKeqQqAlHDM50TPVVkXFJFJCVlnwjKDp1pyUxlg5wKDiQsExOrItPF/q6jEbg0yx7V9Qy6Dm4+xFX9vBAhFH7WG7vhWaqKpKQcPEGlCNDLDTnIJNVh5t0GS36e+88Mbpy8TMDnn7jI4rUz3HXmFktuuXdfNuNvWdo7rIqMS+qIpKTsA4ephsQUVEBB9UeBN9zoHFYqZSZWYGKoz0hLSG657lgNz+I28CaAfWhbkJKSsg21+xyedfkp4HDVEIiSVh/0Hh247VeaL4pUkaUKV9TVTXZmtVzcsuFZPBxPbT0kfBNpaCYlZZ+I1JCoXfJBqiExRakHfuJwjShrqiqDJxj46SWxZsXI0t4YVyiksDhKY1yBTsMzKSkHQmN+gubFLOLuNq+bepipQ1RDYubdxqafh2YeJpcLWJrNcv3G+U12ZmqijuMZqiozcCxPGMpOC7KGUG0fBk6SKiIpKbdJJ+tGJbtdNeSgklR3Yri0d3llsPZf225pb1cVYWhcTTJcIwVkVVcVSbcrKSkHRvV+h2fd9RRZ1+eyt0E0WepoiUt7P9G6yLWlKbjWv8+3/dLeUQ3PfGvJZXxqufGzRFITk5KyDyTVkIlRA+kOiWRpb1B2Bn4GSnuzAp2RvZ+OUAMqyYAq4qSNzVJSDoLGpVxPDZl2mzs/4ZBIqiL1Kw6Ny/nez0Bpb0VurYpkxo/ppopISspt4nfVkLtzy0emhsQkVRE/GDQQTePQqJaoFOosZh10InqkpYDW4LFiVaSdOiIpKftOY36C6v0Ozzx3lazrc96r7vykQyRWRVYa0yQDRkthtpfEup0q4nnjD+dLFZGUlNugk3XpTEumS3Ucqckdg8zOWBWRxXDgx/FMTxXJZQJExvR+RpX29lQR5+jfU0rKaSNWQ77kzKePlRoSE6si6mx74Ccu7YW+KjKMJ6JJwuOSKiIpKbdBrIbcU1yK+m8cA0aV9kI02pt1QaNeGru0VwrI7Sb9PSUlZUeG1ZAz6nArZcZl1mtuW9p7fnaR1XKxN/cqqYrUdzFhPHVEUlL2SF8NqeJITdZqhkd2HxVxaW/DRB0bl/xcb4hVXNrr22zv8YGWkSoyVNrrCkVwPN5SSsqpoXEph7xwfNWQJA9WHmUhnOr9vtgs9kp759StgeF4SbxdqMOpI5KSskf8soOYiNSQnAzgGFW5FqWmbhQFGakihWyjV/9fXc+gqxNMJiZoVlyBNsWRqoi7QzfWlJSU8empIXddJef6zNsax2UDM8y822AhKDDvrPZue2imTbPjjVRFkg3OMruY3p3miKSk7IEw4+JXJJPlRqSGaI0VFoFGHBOjMtxnBPoxXTXUY8STlorXwLh2xzbwKSkpe6d5Pos83+bB+YeZcptYARaLRCOOQenuMMM9Rma9JvmMP9AGvphv4VfkQNv33ZA6Iikpe6Az4UA55EphmYwMMQKEEDjSII+hMQE2NTxLspuGZykpKXujM12kfllx76UFlDKUVRMhQEqDFMdjA7MTcRLrvZcWWJrNsnjrTK9lwLBdGZfUEUlJ2SVhxqVTFkyVGyAsrggRApQwx0YNGUVRatzu1N5Ru5dUFUlJOVjqF3OIKz6vnXsYt6tSIsE5BtV2u2G/VZHUEUlJ2SWdCQcmNXcVlsF0HQ8Jjjz+xmRcVSRwU1UkJWU/6UwXqd2luOfSLYSFdhCtr1gNOY5hma0YbgMfqyJh3u5JFTlQR+Sd73wnX/iFX0ipVGJubo63ve1tPProozs/MSXlmJJUQ4SBpu8BoqeGHNewTEysimy1e4lVEbJHp4qkdiPlNFK/mEPc5SNCi+30L70nTQ2JiRueJVWRyXJjT6rIgToif/EXf8Hb3/52PvCBD/DHf/zHBEHA61//ehqNwx/sk5KyH/TVkCX6Va72RKghMXHDs1G7l+OgiqR2I+W00VNDLi/w0MwjrC4NXqhPkhoSs5+qyIGW777rXe8a+P1nfuZnmJub4yMf+QivfvWrD/KlU1L2naQaIjW0NjIw2a/ZPe5qSEzc8Gyy3KDWjIbjzSRKeWNV5FbWpRMoDtsVSe1GymkjVkNkYFAb/dsFnJgk1VHEqsjnnr7MYibqKzJZbrC2PsHK2viqyKHmiGxsRH+Bqampkfd3Oh2q1erAT0rKcaEz4SCEQBiL8PvGQ8CxTlIdxe5UkaNtN7ST3YDUdqQcXzrTxegf1vLQzCPUPlsYuP8kqiFJHpp5GC51BlQRKpqa8sY+xqE5IsYYvv3bv51XvvKVPOc5zxn5mHe+852Uy+Xez8WLFw/r9FJSxkLavgKisyLKHOfkqCExca7IZLlBM++MzBVR0kLW4h9hBc04dgNS25FyvBFbqR4na/+yibivyH0XbpErhgO5Is3c+BuYQ3NE3v72t/OpT32KX/7lX97yMd/93d/NxsZG7+fq1auHdXopKWNjhcAoIGOouE3UCU02i1URKqMraCpuo9dX5KgYx25AajtSUo6SWBUBWLx1Bs/RUNE7PKvPoWiu73jHO/jd3/1d3vOe93DhwoUtH5fJZMhk9tYQJSXlMLGO6A6Ds6hdDHc6TiRzRdbWJwZGeUNCFckcjaM1rt2A1HakpBwV826DJT8f5YpcucyFRw1z+WUaE5NjH+NAFRFrLe94xzv4jd/4Df7sz/6MK1euHOTLpaQcClYAylLxmpx0bXUcVcRxDtcRSe1GSsrJYtZr9lSRa95UpIqo8RWRA3VE3v72t/MLv/AL/OIv/iKlUolbt25x69YtWq3WQb5sSsqBYYTASnAcDRZCfbJyQ4YZJ1fEUYfriKR2IyXlZDHvRqX19124Rf2KgycMl/IrOzyrz4E6Ij/xEz/BxsYGr33tazl79mzv51d+5VcO8mVTUg4Mo0BIyKoAMb7Df6wpqKAX0x2lipSdw+3fkdqNlJSTx6zX5KXlx3qqSF4FOz+py4HmiFh7MmPnKSmjsIBxBEKaSA3pKMgd9VndPkWpuSu/jB+qLXNFDpPUbqSknDzm3QZLbj9X5OYnz4393HTWTErKmFgJshhyV24FDJijba+xr+ykiqSkpOwPQfkUGY4hkqrIde+YJKumpJwWwoyLX5FMTdSRwuIYAw64Tog6BRfqWBVxXTMyVyQlJeX2MVLgVwRMhtxfXDjq09l35t0GBdfn/OwqjcvHsI9ISspJpjPhQDnkrsIyEouVIATkVIBzwpqZbUVBBUxN1EeqIikpKbePdQRWCWYrVXIqoLKLypKTwqzX5MG5h2nPjJ/knjoiKQOYIMRfq+KvrBPUGhhzMpt17ScDE3ctBKECcXrUkJhUFUm5HcJ6E39lHX+1iu6Mn6h4p2Bl11icUjUkJlZF7r6wOPZzTm+wKmVXGGMIVtaxrTYk25hvVFHlCdxSYZtnn276E3eXsaEA14KM1JDTRqyKrGyUqaoMM0d9QinHnrDZIVxbhzDs3WbqNQLPw5udRqp0vwtglMC4MJuPEsFPoxoSM+s1edXso/z6mI9PvyEpAPiLq9hma8AJAUAb9NoGYePO7OEwoIYYaDajkIWSBiU4NWGZJHfllxFlnaoiKTui2z7hyioEQ065BTo+/sJyqqoCodO91DqW+4sLp3ITk2TebZB3/bEfnzoiKei2D340JwAhBn8ArCXcqB3dCR4hsRoijIV4XQlwTksTkSGKUvdUEcczaa5IyraEGzUwZrPdiG1HEKDv0E3MMNYVuE5kN06zGhIz447/d08dkRTCWiPawYwiNihhgBne9ZxykmrIlfwynY0MKBDd2TKnUQ2JiVURgJVaqoqkjMZ2EhuYkQ+wmDvcEQkdic5KcCxZGZx6NSRmzm2O/djUEUkB25VOtzImABZMcOdJrEIIhLGoDgNjZbb7qE46RRk5IFMTdfxKaiJSRhOFXLZpPtddJGmDOmieE9x74RZS2DtCDdktabJqCsjuxcbara+wAqR7ehWAg+TRa5d2fMwzLjx9CGcyPgUVcFd+mdVykdqyd9Snk3IMkVJG8w7sFhuUrj0R8s52Zpvns4jLHR6cfoQJp33Up3MsSR2RFJyJIkGzOXpzY23042WQbvp12S2PXrvENW+KybNbG6C1m1mewfFyRIpS09AuUxN1FsrZoz6dlGOKyGb6Se5bbGJUMX/IZ3V86EwXqd/lcO+FpxHCUpCdoz6lY0l6ZUlBeS5hLo9tNvuJZzHWgpQ45TRPYC9c86aiaZTTWz9mKczy6LVLx1IVOZ9ZZXFi/qhPJeWY4lZK+J0OaLO54g4g4+EUTsFApj1Sv5hDXG7z4NzDYE5xPPc2SR2RFADc6TKhFJhmK3JGYjwXp1LGyafVE7vl0WuXWDqfJXepgZrYRpKVPteWpo6nKqIMk6XDnb6bcnKQros7O0OwsgZh0FdVhUDksrjTlaM8vSMlVkPuuXwDoWG5WYTyUZ/V8SR1RFKAKN7rTVcwkxNRuZ22iIyLk0sdkL1yzZsiVwy578It5vL1LR/nZQI+/8TFY6uKXMqvHPVppBxjVMZFnZtDt31MxwchUIXcHd/IrH4xB3d1eHDuYURDcYqL7G6b1BFJGUBKibyDu6juF0k15KGZh5n1ti5l+5Xmi+DK8VVF2urOq5ZK2T0q66GyaWIzDKoh0oe16xNwKdz5iXcoqSOSknIAJNWQWa/JvLt1eOOhmYdpdrxjq4rE5bwpKSnjEashMjCojaM+m+NP6oikpOwDm0p0PeBSh4dmHt7xubNek3zG76kiXBu8/7g5JikpKWNgLZmagTS6vSOpI5KScpuMKtGtZx3uu3AdYFs1JL7/oZmH+dy1M9SvZGi0++WOx7G0NyUlJWU/SR2RlJTbJHZC7nvGrd5tV+3FHXNDksx6Te67cIvPcYb7RP84n+MMjz51/MI1KSkpKftF6oikpNwGcVKqd77Nx+tnerfHTslOakhMUhVJHmc1W6TopapISkrK6SV1RFJSboNr3hRc8VHzg31CXlp+bGw1JCZWRdariaqlgstSvXAsk1hTUlJS9oPUEUlJ2SO9Et1cg/vPLAzcV3D9sdWQmFgV+VT+Yu+2ykSDT7QuHsvS3pSUlJT9IHVETghhvUlYa0DQHSGtFLKQw5koRsOnUg6dWA2578ItHqw8ui/HnPWaPOj1j7WUzx/r0t6U443RhmC9im21ex2TRSaDmijh5NKeHynHg9QROQH4a1VMrQYmMVgqDDEbNfx2B29uOnVGDgnhGcpuk8euX+6pIQ/NPLxr9WMrRh3nwbmH+fyV+VQVSdkVJjT4C0sQhgND6Wy7TdjpwFQF5w4eSHeYWAVSpo0BtyJ1RI45uu1javW+EzI8kK7jE27U8SaP/1A6092RnQSnKcy4dCYcKIdcLi1jWgKdgZznI4Bb3vRAw7KDYt5tsOTmuffSQk8VSZIqJClbEayuRU4IQHLNdSdqh2sbyHz2RKxHY8yJOM9RWAkoiyMMo0ecp6SOyAGjOwG63sBai3Rc1ER+VwsqrNX7u5nhMdtCgLXRoLpj7IiEjRZhtd4NK1mQCpnL4kxOHGvj4lckUxNVpIZWLQMVS8Vr8vTNi1GTojEblt0uyYZnDWdwB5uW9p5OjDHoegvjd2e35PO7CqUYbbDt7sj5LewGxqCrDWSltI9nvn8MhpU0IMB1cSaKJ2airxFgpcBxNAZI5++OJnVEDgijDf7SKvidnhOsAV2rocoTuBPjzXOxQVdW3e6CrcdvwR0225hWVOEhc1mcfHbs5+6FYL2GrlY3h5XqDfyOjzc/cyyHYyXVENES6Czksj4AN70pWlck91+4vmP79v0gTmJtdjwaZvCisXYzDdecNsJGi3BtHXRfyg/rDULPw5uZQro7T08zHT+yG1sRb2LinLOdjqcNYa2B1RqhJE6peKDr1miDv7AcbV56YSULnQ7hio8NyriV4oG9/n5hlABpEakQsi2pI3JA+Esr0PH7N8S7EK3R6xsIKQ41Pqs7AcHKKgT9wUum3iB0XdyZSZTn7vnYJggJq3Ws1t3JmwWcfAYThOhqbXNYKf4sgoBgbYPMzOTtvr19Jcy4+BXJZKU2oIZg4akbFyHLoakhMbEq4ie6t+qbWepXHB59NFVFTgthq0O4sjbaifB9/KUVvDMzYyiJO+y9t3NShl92tYqp13vPsYBfrSMLebzpytjHGUVYb6JbbbAW4bg45cjBCdY2+on5w+/VWHS1iipkke7xvoSZ7ullVUDdHr8N13HheP8VTyhhs9N3QpKyaPxvawmr9bEcEZnxol1LItmsRzfWi7e9ZGuCkGBpGULddwJigoBgcQVxZg7p7H6h+KsbmHpj4Jhhs0XoeeCo7cNKxmDb7WMX/43VkLsKS301JONTdpusmVnqVxyeeeEqMH7Dstul1/Asc6F32yc5Q0vmufZEqoqcFvRGrb+WRq33IEA3WjtOyJZZF5Tsr/mtHpfbXhHtJconz6n7b1Nv4MOenBETBJFinNgYWdr49TpiohiFY+LXSzJkQ2/XETpIrBTgWJSwaWrIDhwf63+K0I1tLk698ESACXYeC+1MFPs7gqQDkTAMqri9UQqq9b7MO7wTshbCkHCjuuO5bDruei1KpB1lOH0ftjImMUJE56WPTzZ5Xw1p9NWQrEUAT9+4yEKu0lVDHjnQJNVRzHpNOkr0fu4/s8C9lxYiVWR46F7KicMYg/VHbGCSWItptHY8lpQSmcv1HYdRtsNxUNuEZo0xmzYZvX93j2kaTcwu168xBn9x0AnpvV9jsBu17cPNcfXPGPbzqLCA7b4lR2qMTi+125EqIgeB2WJHk8RG5XVyh4iIdB2cqQrh6nrUB6BbeRKpDCCLJdzS9sqK7Uqf255yq73t/Zsebww6NlLDYRfoJcMN3DYKwfb5L4dMZ8LBVgbVEAFU3CareobGXQ73X4jG4x6WGhIz7zY29St50q3wP2bnU1XkNGB7/xlN16mwY4ZVnMkJAq376oIx/bWoFO7s1LZKpG60+mt4K4xB13aX8KobrX41zxaK8bZspRgdI6wkyq1VOlVDxiB1RA4ClVAwtlEDxo1vOoUc0nMJq/UoCQ2LcF2cUhGV3RyWMUFI2GiBsciMu7MxgV0lvAKYThg9Z1TYZZitwkoAjnPsklWFBakhXPGgLMhlOkgNC/lJuNzmFZXPM+3Vj+Tchp2f4dLeNFfk5CKVBCHBbrFeu+tIjLlepJRk5qYJGy10vYnVISCQ+eyWyaZho4XpBCAF1tidnQIYO+G19/jmNpuepDOyg8Mhs5ldve6hIyyiK4s0s4rJ4u5V5zuF1BE5AJyJIkGzNXoRx7d57q5yMqTr7BgPNcYQLK9j230FxNQYy5iMm7xmjMEGuusQbUNSIRlWRhKvpQrjVQ8l0W2fsFbHdg2gcF2ciRIqs/eE2514fOEitQccLs8tknd9zrk7y+OHwazXTBuenSJENoONbccWF+CdQrHDOIXcjuWuYbNNuLbRVypgbJtgw/E2MUYbjB9ix1JKE7lsyc8idlAcB7WDErzp9Y1B15roZqunDql8DjVRONActUA5UNFcKS6RV7tz2u4UUkfkAFCeS5jPYRvNQTk0RkrcSnnfX9dfHKrU2SU7JY12VjciI6n1oJEaZVC694t8LnKMtBnc5UiBLBRwy7srwYvKgWsDx7JBSNBqY8oTuz7euNzKTSIut3lo/jPMHJEaMopRDc9SVeTk4lZK+J1Of70MIQ6g5D5s+YTLq7uqpBk8qe0VUe0HBKsbUd5Y0gZs15ZASshmoBUpuwPOiOPgzmwfVhpmoBw4fm0h0BsButnEm50Zqyx6t2itCLOCyWwDV2om1PHJhztOpI7IAZGZmcSXCtNs9JMxBeC4uFOVkSGV2yFstkdX6sB4BkbKkQvbGEO4Xo/K95IhnuSOZavQj5S4k2Wg3A0rRT1VhKO2DCttR9jsdMuBu85dMonXGPRGFZnx9v2zvbV4htqzHS7NLR0rNSQm2fAsVUVONtJ1cedmCFbWIfD7+QVSIvI53ANoXBhubIwOgyTVzO3OeYvSf932CdY3IG6sNorh43dfX2QzZGanCFs+ul6PVBcRhWP20sMkqtBJqBFJ2xGE+MurZM/O7uqY4xAqifUsd6dqyLakjsgB4k1NYCpFTKuDNQbpeQcWPtCNbSo4pNzRoIjCZpkzym5fGW1IxnFuivmewdiPFvR6qy6ziYz7sFpDZadv+7WSLOXK+HPm2KkhMcmGZ6kqcvJRnos6O4vxA3THRwhxYK3YjTbgdy+Qe0n+lFFzs2HCZjvqh7LL3LNYJXErkb1wch5Obmr355XABEGkxsDWXWYDH90J9tc+W4H2BLmsn6ohO3C8sgRPIVJKnEIOt1Q40ByGvuqyS2MiBHhub+EnCTfqtxXqodags7y26/K+rbDBNqWNXefE+vu761jZmKF+RXHvpVvHUg2JGVBFvNsz3CnHA+m5uKUCTnF3YyF2hdHbbyq2e10pkBOlTSENY0yUb7JbJ6R/APzFFYL6/pTH68bOVYNYotyRfcRKATnDpNtM1ZAdSB2R00KyUmcUsYrgqP6/lULkc3jzsyOlTnO7C9NabL2Bv7DcG3h30lgtlQjnNQ/NP3ws1ZCYWBXJ5QKWZrNpX5GU8ZBqhzYDXQXScSKnRAiQ0eZFTVbwRpTt6kZ7MOl1LwQBenWNYOMQ19w+ltlaBFZBLhMghU3VkB1IQzOnBFUoECYdh+EmRgCuS/b8PNoPwFiE52y/04rHh98uQUC4XsOb2j5BV/tBr7RP5rKbFSTlQLjFIK84OdbZv6/0rc4MG/e53HfpaXLHWA2JmfWa3HfhFp9oXUxzRVLGQiqJ8Dxsp9N3OkbYDjlRxCnksUGIUALpbq3uWn+HOTfjYiy6WkMlQrwjH2YMptnGhNEcHFXIDdg1mc2gq+zoaOxrObAS4IKQFkfuURm6g0gdkVOCzLhRq3ff3zofJAjoLK2SmR0t3RttInmyWx63L8YkHq7VagOjHREThPgra92s+ug2Xa0SuB7ezGSv34oqFtBxrHe4pA9AgNqh9fVuWKlMwBWfB+ceZvqQm5fthV4b+GtnWJotpLkiKTtijEHG68qMrtQBMBs1jOvi5EZfrMOWH4VOhdy5tH9cusmyYa2ONyJ0DBBUG1ECeyIMpNeryGKhl5emsh6B6/WrdpKbmPj9ug5Ofv/7ksh02t1YpI7ICSdsdqL27EGwfUJq3Ba52SKsNwfm3BhjCFbWx+rAuieE2DJebHQ3IXZYyrVEQ74WV/DORKEjt5THdDpRWTRs6jMgCoV9Gw9+a/kM65c87r10lYwTMOPUOQmRzFgV+dzTl7nmpapIymiiarhaFH4dLsdPkhjWGa6u45yfH7g7bHYI19cH27Xv1wYm7iS7RSv3oNZAr68PTvYG0BpTreHbqGAAonk4/uJK9F7jqrvYKVESd/p4Dd680zj+ljVlJEYb/FqDcHlltKcP/cUcx3a7hPXB3b2/uNJvohSzn8ZkG8JqfbDdc/IHorDORq33+MzMJGqqAq6byHtxEMXCvpY2LuXLPTWk6GxTfngMeWjmYbjUSXNFUjZhjCEMQ/zF1WhO1Fa5HMl1GNuPMIzaBHQJW52u/UkkYu7nRmabzqrGmO6AQDbbjViFrdV6ifLSc/HmZ6LqQMfpv6+Mh6pUUJn9LflP2R2pInKC6IUwOiNisFsNxkvmgMS7gEQnxLDeHN1/ZL8MSpy7scVCN63W1q8dd4et1uj4AWqihJPP4JYKCOUQrm9ESpDWUVJss4UsFHq7oL0i21nW7vO459JVXBmS5eRkvMct4FNVJCWJv1HHVEcMk0tcuDcxygHo+NBtqBauV/vqwn7ajqFzUvkRrQVanf57GX7thP3wbywg8zmcyQmk6+BOlQnWqtHGyxjo+Gh/FV09mP5OKeORKiInhLDt499YiHp6jFroyYF4290+pJzoMSZ57omkYyQEqrTFUCwz9F5iQzL0Hm0n2n0FtWa0E1tZ7fcGiNEaU6vRWV67rVNvVzJwxceTIfkT5IQkiVURIFVF7nA6i6uYtfXR4dHkcMpRtw/bmq7tMEEYNVwbZ9bUbhjO+/K8kbkbI9vKj0rQ1xpTb+DfWsbobgi63hiyiUAQECytoPcrvyVlV6SOyAkhXF65vZ1GbFSEQHh9r9/G8eFRU3PHQUrIZCCX7UueyR2WUqjJ8khjYka1v98Oa9HrG4SxUR2WY7vOj222dj2Iq3dO2QyNc4p7Ly3w0MwjqONdKDOSpCpSv+KkfUXuYIJmG9u8jX4c1tLLIBeil4NlgnBzFcooR2A7HAeRzUI2G5UED9sC18Wb3dyc0BgT9egY57XjxwUB/so6NqnADoeBu3kzKYdPGpo5AfjN9kA4Zc/EXQsT81iElN3p4zZqQb9bZ6drAJxSCZn1CKp1bLPdbZQESImuN9HtDk4+h8xloiS5Vht015jtlJuSdG6M2Xnqr7UE1QaZHYYEjqJ1JoO44pNxAwqhT/ShnDxmvWZUQXPpDDyh0gqaOxS9vnH7B+kmg4psplfBJhzVtRfxY/bQJ8NaUApvuowNNcFGrR927q5tf3UN6Tg4pQImNOhqLSo1Hvv1RHSexkC7tTmxtfewbmJsp4PR5thNBD/tpI7IMcIYgw11dOlzFFLKaCz3yu2FGnoIgTNVGZgNIfNZdKebjDkcJhkHa8GPhmaJyTK21YnyNmKHIpaDOxA2moPKy/CEzW3Ou/f/nQxQIst/r1g3Cm141w1+Zf8HYR0G826DJT8f5YpcuQyPHvUZpRwkRndth6OQSvYq4divTsOugzvTryxRnkvgOFG1zF6VWq2xjQZ+4COLRYir9pLH88EAfm2osdk4tmPT3Jytk197WBupxKkjcqikjsgxIGqJXI0SN+N26EohMplIVt2vxFHPGyjbBVDFPLreuH2DZQx2HIepN323u9C3cy72kgQ3fPw7mFmvyUvLj/G5S2e49sQUXCNVRU4ZYcuPhtb5Qd+5d91IBdjHfAenUtnU/FBNlNCr63tTQ5L4AWZ1B9uRXPt7sR3xbbGjs5UzIgRCnczNx0kmtdZHTDxYztQbg+GXMMQ2GvtaDifczX6nlBJvdiYyXofJsGFJqh7DtyWJ200PH2PgMeAU96+x2Ull3m1QcP1erkjK6SJstgmXlger6KyFTmfrpPa9IMTICbtuMY+aLO9vsupuGbXhGLYdiXy17cK5WAuum4ZljoD0Ez9idLXR37nECyiReLlvCDGQG5JEugpv7pATGuOFH1f1JHsGDLeZTv7bdVDlie0f42XSMrwusSrCpU6atHrKCNc2+orAcOLlfpLxkM5oe+SWCnDYPTiGbUfMVi0MuqhSMeo+nTxG0m5IiVPeorov5UBJHZEjRjeaoy/K+93hVAiCjTom2Jw7YYzBX1nf39cbh63KkJOGLfl5CIHIZFD5LKoyEe1wkscRArLZw3eqjjGxKnJ+dpX6FSct5T0l+PVWvxlZstT2IDojG0tQG115EzZa+5eHMi5bvc/uIM/eY5IbHNdBuA7e3HRU5TfsrymJmqzgdHukpBwuqV57RJggwF9aixI7h9mLMdmqKVHvBQ220cTv+Hhz073sd4BgeS2Sco8LYYicnsLU64OyszG9xmWqUsY7P4+uNTFhiBAiGpc+QkK+05n1mjw49zC/cGmKa0+kDc5OOv56LWpONrzeD8JuAPg+enUN6/t4iUo04weEK2u3nyOyX2iNKBYQSmEazUFHLQgJl1bA8/DmprGhRjeaWGuRrosq5rYfAJpyoKSOyBEQzVdZHe2E7JWdjElscIIAf3kNb34aXWuiW63j5YQAaIMNw/7032T+SHeno9fWEc7MluGmlD7zboMlN8/52VWuXznLo4+mpbwnlWCjjqlW91bhNopxnRdrMfUGYTaDcB3CWiOaTXVcnJC4/LbdQRTz/RL/xH1ANL9qaYXsmVlUpnx055syQOoCHgED81UOi6TB6XTwr96MegwcJyckEeO2zW4F0XDsO1H+q6tp86FxiVWR1qxJc0VOKMaYqMJtv5yQ3WIt4fIqwc1F7HZzao6K7jwcU28Ohmvj/8f/7viErbSD6nEidUSOANNq7/ygg+ag4sk7MSp0MirRbrjj6/DjATvc4v026UwXqV9xuPfswr4e9zgQ54rkcgGTZ9tprsgJxLSD3V38DyJx9ajshlL9arlh52K46m6nhoeAbjS2vO92aU73VdovmvgcM84JbM98yKSOyFGwm4UsBHJmqp+EddIYNhTG9MvopBysFBp+3k7ss0GsX8whLrajibuyrxSdzN6qKacNu9smfRkPcrmDOZnDIGkbjAEnUX47bDdiW+DskG0w/PgDoH45R+1uh/su3Dyw1zhtpI7IUbCbpCglcTz3+MRi90psNLQBN9EHZFTFUDfDfdtEum576P2iM12kdlc0Y0ZgyYZB5IHEG63UHUk5YuSIPkBbIgTS8xAntSdGvPaT5fxBGNnO4dLbRHWMLBS23zl0Hzeqp9J+EKsh4lKb180+TM45mUMzD5sT+i092ajCmLsUIRC5HMFGvfd7T0XYquHXcWNUWbLvR87IcB1/TBhumqe16ZhCIHP7V2pXv5hD3OUjjIXwBHyuKXccKuv1nfidEAJZLEQJpcN24zhWhwyf06heIVpHisewM5J4jmm1QKrRdiW+TUqc0sEludfvcbjv4i0AnHQDMxbH8Bt5+lHFfNRYZztHotuq2Z2ciHIhRuVLHBdHRIjo/VTGzEI33d3Ndvcn504knZheXwAXp7I/zYdiNeSeyws8OPsIq+vxruqIkgJTUrbAqUzs7EhIgZro2o3tWqAfB5RClIpR2GUcdhp41+kMlu1ualomUBOlA+me2pwuUr+cQ9zV5sH5h5Gp+Rib1BE5AqSUePPTiHxutFFxFKJYwDsz069tT8Y2kxfo44Dr4kyWt3cuhtllnkwPKRH5PN78zL7V/cdqiAwMstZ/reNiq1NSYpx8Dmd6cuuk70wGZ3oKt1Lc3GF0RCjjSBECWSigJor7M118xPH7/wZcFzU5eaAl//V7HJ5x6SZSQ715gvNzDpm0j8gRIaUkMzuF0QbdbAMW4blIx+l56yYI8deqB9s1cT8IgmjmxX6TcL7k9CTKdRGes6+Nh2I1RNiQh2YeYf2zZbjLIMQx/axT7nicQg6nkCNs+dgwQEgJGRcpZW9thI1Wv2vzccVaTK0WNS7c701VnFfiubhTkwglkAc8T6uvhjyCqglIp0yMTeqIHDFSSWQpv+n2sN4kXF0bv2fAOB0SD4Kes8DBvb4Q2LaPKu3/ILv6xRwCwX3nb+GuJc/fptHdlGONk/MYvtpFQzRXoX0MWgTsRJzrcRDKbmyXwhDhOFvOytkvmtNF6vc43H/pOq4Jqd+owF3HRLE+AaShmWOICeLWycd4NxNzUIO2ho9tD3BRX26TqQ0eXyAwXVdEnKJckfsu3OJqNu1Ge1oJVjd274QcRQxyuEHhQRwbwO6h7Pk2kBicmqCZV5TyLebcDYry8F7/pJI6IseQYKO+e3Vhq+ZfB8lADPaAXjs5wvsQsRasACFs1x86+fpIOon3dGO0iToSnwQOcj0N2SUxbiLsPuFLByY1rtLkVVq+Ow6pI3IMsXttu37YoZk4HHQQ8mos23Zfxz2AsMx2WAQoQJyehmZxd9X7LtxKJ/GeQkx7h4qSrThNdiMm7heSyRxIhcyWL6slgStxXcOVwnKqhoxJ6oik7J2DTKJNHFcUDn+qru06IJLTFedNVZHTiz0JoVzYun/Qfh4fon4hlYmDeY0tMFJA1jJVqqdqyC44UEfkPe95D295y1s4d+4cQgh+8zd/8yBf7vRwHBsOHQWOQpZKZBKjx4cxxhC2OoTNFibYx92HACnNqeuoGqsi52dXj7UqktqO3aOyaZlGFEcl6sE0O43KbL2BMUFI2GwRtnzMfigzVmAlSGVTNWSXHOgVr9Fo8LznPY8f//EfP8iXOX2c1LbM+0E+h5qexJmZwjs3jze19Y7GX6vi31gkXFwmXFrFv7lAZ2EFE+x9J2KJ1RCLI8yp7CVyEibxprZjD9zJdgOiEv+pCu78HNlzc1s6ZsYP6Nxaxr+5SLi0Sri4hH9jEX+9eluvb5UACTnPT9WQXXKg5btvfOMbeeMb33iQL3E6OYjmPseC7jwIZcmXDM2ag0m+VaXwZibH6hPSWV7Dxn0SEjFn22rhX2+B4yByWdzKxO5ixIlkfnkKnRCIVJElN8+9lxa4vnSWRx+9xDMuPH3UpzVAajt2j26ckETVPRHZjkzOIBW06oMJqKJUxBsjj8wEAf7icjTzqndoC2GIWa/S3qiB56GKBdwRbRW2PDtHYhWgLBW3OfbzUiKOVR+RTqdDp9NP1KxWb89DPbEcYrnZYSGEZXIupNMSvPDVNf7h999gddHl5/7jWT787gkQAlWZGMsJ0W0f2+wu9mRSa5IwxNYb+O0O3tz0WAPDTC85FqQwiOO1PPaVWa9JPuNHqsgTUzyD4+WI7JbUdoANwqPrJ3SAOJ5hcibE7wje8c5rPON5LT7+vhI/+f3naGw44Dq4Y+aCBGvVaKOXHKaXxFrodNC+jw0CvKkxx1YACHAcgyN1GpbZJcdKy3vnO99JuVzu/Vy8ePGoT2lP6LaPv7JOZ3mNYL22Kf5ojCHYqNNZXKGzsIK/VsUkPfSD7M1xJFishUZV4rjw3Jc1ufGkx8aSw1u+bonnvaqBmiyPXRkT1ur9MTA7Jb2FIcHq+phnmUTQEQoyhgln3J2mxcXgYDYd7Tgyl6+Ty50OCfk02A5jDEG1Tmd5jc7KOmHL3/QY7QfR/QsrdJZWCZuJniGnUsKz6FDQqElmzwXMnfd5/OEskzMB3/x9N3CKHt787Fiqp9EmqkhMOiHb2A5TrxM2d65g1Pr217rE4GFOXXL8uByrLd93f/d38x3f8R2936vV6okyKEYb/KWVaLps97upAV2ro8ol3IkiYcsnXFkdUD1su41fbyDLE3gTBYTnYU9CZ8Rd4rcll+9v8am/yvOrPzFL0BE4rqVYMVg/wBgzliJitR4MyWxF937b8TFBuK0qYhLHEYAxAp0TZFwfJSzetjbeMissZaVwu48LrGVdG5at4PQUAB9fTrrtCOpN9PrGQMggrDcIPS8KV7pOFI5stga+82GzRei6OLNTOIU8frU7qftUqCLRe7AGrBFcfmaHH//eiyzdcMGClzPMzDZZbkwgc5mdjxbqQedjq88o0S1a1+o4+Z2PPXSAsR+ZwTCnBAWpENFL0jSGRW1pHy+d4EA5Vo5IJpMhk9ntH/344C92nZCY+EKpNXq9ikVgqglpMKb7GLO6RrtaQ+Tz0RTJU2RMIMoN6bQFH/uLEpm8IT+hwQjWlxS06gTGkpmd3PZoJgjB7+7ix/18rEW3O9s6IhYG7IcVAuNaKl4Td9sxmpaLCkoyOrbpvl9PSOYcScZormtL6owcLCfZdoTNDnp1ffT32ffxl1YRWS/KiYoRot+Dw/cJr9+KhmhmMlFn1VMWopk+E/CRPy9itCBf0khl0YFgYwHC9ipidnrHqqGw1drZCYnpfr423H6Qp9YWu8e5VFkMlxyFIwQWS2wlilKRk5ZrQUiDw23GdlTcOS7XARM2230nJBlaSciAplqNdjzbSYNhiK3VENlM1E30FIVohLAsXfcoTYXkiwbHATdjmZwNo4+j1UR3tg4VGNNVnMYptdv0uW3zOcZ/goRBsRJymZ3VkLKwFKXCYNFdY2IBjcVgmZCKiXSAXso2hNXqQPO+gR8A38c2WoOPGbEGbLMFQQAZ79T5vcu3XKyBykyIl7E4DhRKhmJFgzEE6xvbPj+sN7HV2ngvtkuba/d4FT2rJI4QXVsR2Q1DZDsUgjOO4iSEePeDA1VE6vU6n//853u/P/HEE3z84x9namqKS5eOZ/+CvaIb22RKx05HXA2zVYJlAtvuIGemMGsbkXE5BYSBJAwt4Q2XyowmmzcIaTFWRGN1bJT/oTKjVRHdaEOw/Q6lx1CbZ5XP7vD4hCLb7UVQ8ZoUpSYD+IAZ4bdXZNRpZJRrZIk8/YoUVNPctV1xp9gOY0xf4dvuAqgTCZbbOeJaIxwHUSlHtuOUqCLthsRvC4wWlGfCXqslY7r/8ANMaLYcbhdW6+PN7kpM/EYIhLe9ymKFHbmdj3I+Irvgszk8m8WQ7W5gRmGweEJSILgjVJEDdUQ+/OEP8+CDD/Z+j2O4X/d1X8fP/MzPHORLHz4msVsZh50MhLWY9Q0IDycTfnI24AteUefj/6eI41msEdTWFYF/u6JZHPnsYgWBL1hdEMycDcgXLbWqwhoZPU5vbWRNPEcjaSxGIQc/L5HLbpnMZm3XAxK2lyhmBVzO+NyTMWRE1OfdYKkbw4K2hAnL4wnZ1UFGY7F4p0jVOizuGNthe/8Zzaa1v8NjAev72KQ6e6C2w/LclzWw1vLEwzkKE5pmTdGoKqzd3++9MYJ6VaG1YO68j7FQ3+hewqyNwijOZsfBaANhMF6SavJ+KXHKWw+I1NpiFciE4pkVAc9wfe5yFbJr+3xrWdWaNdt3KHLCdgdrjj6PeBOTFYLG6fAlt+VAHZHXvva1XUN/BxBf6IaHz42KSY4Tn7Q22v13F8Q4Wd575YEXNfjHP3CNykzIf/ue83z6gwUKFU1pMmTllttf7PuFBa0F9Q2F68HaipdoyzzaeBljsPFOMBn2GvWZJJ1Cz8PdpjNr9LjuIbvNQx6av84D2RCJ7BoKiwTKUpEVhqdC03NGDBZB14kaeWixraOSMpo7xnYIQEhGTpce9d0e5yOJn5cM8RyA7RDS8k3fd4NXv2WDq5/L8CP/8gJ+WzI9HzAxqVm45qLD29nIDG9iunlmLUG7JfE7ik67u/YEiC02GyYMI5swauLvJtvRDZ1LiZoso7YZLRGrIUpEcmfOCfkn5z/DXV7YtQjd3idCcsaRODpkycR2YzwnbStH5bRxrJJVTzLORJFgKKN9y8U/RqXHQDz4ACmUQ97xzsgJWV1weOs3LNOqK554OBv5QMqilEXr2zmPQYNiLShladQUzYaDMf37VbGA7gToZiu6SQhMux2Fp5IzKoZj6cnPzHUjQ1LMowq5sSpx4rMs5zq8dHIdYS3Jt9zN3ycjJHPKcKMbamkaQ2aH0sG6MRzHdKzn5K/yXu4F4NFrx6+p2Z2AlBKRzfSrYZJq36geF+MwbDsOyKH70q9a4cG3rdOsS0qTmrd94zK//dMzrC25CGnJ5AzN2u1WjQ3bDgEWlm94hFr2PyfXAyUJag1soLGiWyXT6fQrFIfzcOJ/xxscKcFRCNfDKRe3dUJiNSQ6RHSsr3zWw9yf28A34CWWu+5uZKaVYsNofCQ1C9papBgd1pVETsjGPqtKx5XUEdkHwmYbXWtEv2y385By50TLrZ67bzuawWMoCZ2mZHXRwVpBoWT4+u+6yeOfyfHZv87hOLC64PDeP6jc5usOLigddmVkA72l6LqE61UIuuXPw+931E5meOR3LktmbnrPZ/eSexdxhEXbSMsYxmIpCtU9Z8GygZK0vaSzJApBaC0rx7A1wLzbYMnPc9+FW3zuymV49KjP6M7DaENYrWP9YPtqjnHDK8k1kTzeAdgNgGZDoTW0GtEV+TkvbXDlgRafeH+R1UWHTNby/j8qs3jtdmfg9Nd43Ik5MqOJc3Jd/BsL/dDudnYUNuWCIMCdn0FldneuQgjCUCKk5Y33fR5jQY7YPBoiezAl4ZaJ8s3WjWZaOchusmqMJFJS1004Mi/tNJI6IreJv7KOaTRGXzhjhj3w3RqGfTEmo5/fbgv+4Bcnees3rPZuUwrue26Le5/bojwVsrbkRo7IQcebgzGS9oaNbBKlcCfLt3UKlfzmJlJJLKAEOFhCBAGS62HIOcfBHTrvwFquhSHhMU02iyfxfu7SmVPRXfUkYYIwKvffoTx0T+GVcUtUx2bzcaSy/PV7Czz80TxnL8XrFoplwyu+tApYZs6GNOuKP/7V6YNPmm10N4KjbNRwkm9SVY2TUguFXTshMUYIcrmAqXwL3yoctv6bJm3EghEooSlLiUo4WxbLhtHcvC0V+mRxZ7hbB0RQa2Lqjf46lXLz5Nw4vyOmG3/s/Xun0MsBOiEAQVvy7t+Y4g9/eRIdgnKgULYUypbyjCWTtwhhdz7PvTLqM9jNe44NSTaLNz9eK/ftCPT2SyI+0+QOpoHic6HhVhiwYXRkRMKAz4WG1jF1QuDkTOI9jfhLq30nJLYJw+tglO2Ifx8n3HiAtsNowcaqy0//32d5+rMZhIBsPrIbxUlLec4glUUc1BVmuMR5O5KOxzCOgyxvP+F7WzQYJfB9B20kcoecjkFxVHBDCx4PNKs6pGo0azrkiUBzXd9uSOtkkToit4GuN0aHCJJGYieVJLtDWemBYzEa/vw3J/mt/2cGL29xM+BmQEqDlJZPfajben2/dzW7jWGPMqzFAt65M2Tmp5Hu1jHdcfn0tQrWii1NgEDQNGaEZCpYtYrrWnBdi26G/PE3JPEkXi51ju0k3tNG2PJHq3/jXFjjx2QyB54/Ng4rtzx+/j+f4enPZ8gWIrvhuOC6lk5L8vlP5Q72PMfNoxm2HUqhZqfxzs3hjTmnZhSm6yuGWvLepy+QkaPHO8SZLtURJcQdJLeM5JoW3DTyjuqoGnPnveP9JAi2Nh47XWSjjM0oH2Jcz/4AsFYgFRQmNB9/b4mnHokdI0Mub/Dbknf/xuTBnN9+7NiarSixdZ/43K0yi76DEpvdCNUtt1sdpx/BCSFVRQ4f07qN72tvvRxGMvsO33ML+VJUrvtHv9J3YqUyZLKGRz+W5/FP5w7o1G7TdmgdtdS/naVsBUYBjkVg+bXPPEBNO5saIApAImgbQ+0OST7dLakjchR0ZUKZy/ZLTY+wVDGbNxQnNEbDJ96XJ1cIKJQ0xgh+++fP8fhn8kzNdZiaD5DKQq9/6DHAGPTG0NDA20LyC1evsK4j9UMlfrS13ApDanttpXhMiVWR1qxJVZHDYKequa0el+hvIZQz+jGHTGFCU6porj+WYfmmpFAKyOU1y4sZ/sd/uIiXMZy73MLLRs0Lj5XtCEKCtY09P91IQAiUiopxH12Z5n/ceoCOHbQbkYqquaqjBPeUzaTJqreD44zX9TSuTU/iujiVEn6rffidUxMVcVLB5GxIu6XotBRXH8uyspTl6hMF/vi3LzE13eSuZ7RYvuVQKmuqawrTS6KyHOnCij9TYwhrDbxKaduHX7hc5c1f8SR3P2MDKeHJz5f4Hx99KZ9jcNfW1C4faXvc4zUoS4EQgo6xrFkwxzjnY6/Muw2W3Dz3Xlrg+tJZHn00LeU9SGQuG+WWjcOwoyEFaqIEUqDHPMS+krAd+ZLGy1rWlh2CtuCpz+VxMg4f++AMf/y7F3n1lz3Gn/7yBMZAqaJZXUhebo7YdnQrGMcZLiql4bVvuMorH7pFZapDo+7wV++b43d+6zJt6ZBTPnGK+2eak/xlK8PzMzUyMuohVNW22x01dUK2InVEbgNVyHflvRElYb1s7Hw0elr327uLbBZ3qoyUMjJKYXjAO5vNjYHi052aC3A8y/Itj3ZL8dH3TfNPvuYBACan2vzj7/0k117n8qPfdZ6NVQcvYwn95II6QoOSSECzO7R+f/BLn+Jr/9FnyeV176kX7mrwwCv+mB9+7AUsbMhuPxOi5FygiaLZE1pOtxGZ9ZrkM9tXDKXsD04+S+g6/YaFwyqIEOC6CCmjDqnWRl8/x0WVirilPKarBPbGRhwIQ3aD/q+uZ5k7HxAGgvXlaBruj/375+KW8gB83bd+mte/9SaNNXjfH0xgtIgG1YXHxHbEm0NjMNps2XnZc0P+5Q98mGc+ZwMpLdaAkHDvA1Ve8yU3+Tff/0L8msCI/ubMIFmxMhq9fsrtxn6ROiK3gVsuYnw/akYEg86EFMiJEl5lIuoKGkQjqIXnDDTYcsol/Ha7P2/iEClVNKVJTbOuqK1HO317YZbOZNTW+Av/xg3crGXmLnj7f1ziA+8q8NfvyXP9cQ8T0rtwHyndz3y77qUX76r2nJBGTdGPSBry+YBvf+5H+cnP3I/RozqHpKTsP+7UJMHyStT3Ir4oxk6I4+DNTiFdB6MNNggRSgwkY0spUeUJ9NrGeEMgt2LHkvzNzoiUMH/Rx1rB8kImCi87ClXIdu83vORViwgJX/Vty9z//Dbv/f0Sn/9kjo3lyM4cH9shMNYgt8hS+L++7dM86wvW8TuSwO9fLpWjuXC5wT/7jk/wb773JdhClFR2Z9W67B+pI3KbZGanCKp1dL3ZVz1cB5nNYf0O7Ws3u80nFKqQR3mDH7lUEpHPY/29xyrHapQ2wqC0mpLVRY+NVQeMxZbyNO8pIwoeCMncs9tYJQhdxfTdmjd/a5XXf3Od9/5Cht//+WmE1GyseN1W3Ee8/BpNOlKOLMN70998coQTAiBZrWWZnmnxqku3ePKpI38XKXcIKush5mcJNmqRYmpMFOr1PIRS0ZRpbaKLWyaDM7F55onK5dDV+t4dkbH7Ag3aDotlY82h01b4TdErn0drkJLyZJuJckDgS6SEFz9Y58UP1qmtCf7Tt11g4ZqHDqFVPwZhTmsJby3B9DRObrCPSKHg8+JXLGG0IPAHz1WHCt+33PuMGpfvrfKZtcmRDRBTxiN1RPYBd6KImzAUQa0R7VSSi9wY9PoGutXGm5vqqSL+ehW7MeZ46mFiQzK2IRpquNURbHQgNjKi1eQVrQ9y8aJP6Cg+9y6H1ffMcP55IdPnQz7xZwXWFhxyKuCBFzf4zF/l93beB4EQ2HoDX6lNuSL3PBA7eaN2PYLQCu4rVXlSTrBzIp1lQlgqUuAIgbWWmjGsWrFvXRBzGPIi6rZYs2JgyF7K6UG6DpmZyd7vxhj8hRVsc3CSt222CFpt7FQFpxitOaMN/sLS7eWX7SocnGi4ZQS11cEWBeXsOi962VWKFUO96vD//pdZyjOa57y0wa2nMzz8kTxhAM/6wgY6hOtPHHXbggShJlxZQZ6dHwjRPPv5K+QKmk5n9PrzO5JiSfOCFy3zyJ9d2nET42CYlpAXEiGihofLev96DUkMJRFd1H3oVuicjK1V6ojsMyYI+3Jpsiw3XvSdDuF6HW9qAqMNplof3yAM72D2Ma/kygMtvuX7r3P+bh8pLUKA3xF8+q8K/OR3n6NVV2Typvt2cjiOYXo+oNlQhLc9oXcMxtm9WYtpNGHIERFs/1QLZJXmVfeuIC+tc1XkepN4hx95UUFROt02zNF/ClIxS1RRk5ywuVuyGM46kqyIcu0B5okcnetpvPnUE6xuQHJqbkw35yxc20B2J0mH69Wdu7ImGUs13QuWv/UtS3zpV6+QL5le2kd11eGXfnSOX/rhOZRr8TL9+/IlQ76oqQYKe9QhGtmdV6MNYa0+0FMkqvLZHovlec9boTDzcZ6crXBzi+asBTTnHQdHiH74RkSDNJvG8LQ2t7HhsMxKy6RUOHHOHBBYw4I2J6LKL3VE9pkwdiyGe4MkKjxMq4XRxUh+3a1xSMaSk/+/DWbP+/yzH77K9JmAjRVF4EezI3MFQ9ARWANBh2iSpo0m5wqh2Fhx+rFeOcL73rc5FzuQbCAXhuiOP9Cu+cnPl7hwV4Oor+HgonSVZtLtYIRgxjUoLPeJBoGFm9rQSCziM9JSkk7PkCTfmUJwznFxwpClPSx8D8MlJzIkBtubuhlP/ZVorh5kXmLKkWLiCo5uee4ACeUzrNWRmUzkcO92/R+A7fiyb1zmy795iSAQrC443b5ElmI5ZH3ZwQLtpiD0FWEY2ZLaejevK+4GNqoXyn45Tdu9x6GxG6bdGbj74U9M02kpvKymPWKKcKGoyWQNz3rOGvc8o47xBFpZGgTUEom4EtNzQuKjxGckgLyU3C0ET4SaYA/OyLy0TCkHsL15VwLwhOS8I7gWaurH3Bk53md3AjE7zUsRAsIQ//pNGPrij8XwsKbtXmtMXvc315g+E7Byy+k6IQCCRk3xrl+a7v2uQ9GbwmttNLjOxqXxphsiOiDFZkdjknzokA37g9+4jN9R5IuawSbLmnPTdZS0NLTCNxAYQWgEnoALSuF1Hy8xTEiFwI6qJYhOBZhxFO5INWV7ZpXoDc5LHtsQTeEsSkWB1BM5rdhAd3NCtrEb1mJqDcLF5cG5KWO/SKJn0T40QitMaN7091bQoaC2FjkhELV//9CfTHD1c1m8rMYaQeCL3ro0WnRbANh+aDm5admn8+sdays2qU6Dd1c3Mvz1hydRyqLcwbWXzYVk8xqjBY26w0Y1w1IjhwXOOYYLCWF0StBTQmDwZeJ/u0JwRu3+PTsYJpWCocF5lnjqr2B2zOnjR8nxP8PTiLX9Rma7fp4Z/H0fVIeXv6EaGYqhrn/LN10Wrnm0G3LgJTZtYoadD9OvBBC5A+qsmGTo5ORQQvDjn53k137uCoEvKZQ0uUJALh8wMalRyrLcztIxDvEOxgKhBSUEM13jkMOiRKSFjPq049tkd8LmLt8ARSG3rPyJ91aVLUoMU04B416D9B6d0WGFYR/sxnNfVqc0qXsVd0ke+1SeTlvQrPbX4rbjYeyQUyIlOAeYzDo8PFMIxIjX+5//9bk88bkSmYzpNmsLKZR8coUQa6C64SXCS4KWcdFAScreJiYvu20B2DoDTQAFKVG73MRURGRztnqWwZKVgsweNkeHSRqa2QVho4VutgGLcF2cUmFT/bn0PEzH39qrT/YcOeKuiBAtjFxRD9X3R+hQoMMoKWvT87Y9dctzXtrgrd+4ygMvatGsCf7ydyf401+b5MaTmd2f5HZS8rAxyWZG9gT4nf91L49/tsybvuJJnvX8dfL5ECUN1kYaxyj3wmIpiChMJcTOxiTG2+VuTmKRYufjpov1ZGK0IazWsWEYdeLM53Hyg+tAOCoa+dB9zCaOga0YJleIOoqOKsXVWtBpy83Ltfef5C3955cqIa/5sg3e/PVrFEqapx7x+JNfrfC+Pygn1Nox2alLbfx/EdXdOqXNlUn1usf3/9OX8sYvf4LXvPE6c/NtlGOREgI/6qqqBwZlWkIb2YCygCU7fkmvQJDB0tz5oT2cHQ5su8d1BHSO31eoR2rbxsAEYTQtM5Ghbmnh1+qoygRuqdC73Zko4Teafc9+t4PdDoOMF/Ut6TZKuvWUx73PbVHfGNwRTM0FI6dn7uSE/K1/tMhbv34FN2NRDuQL8OXfvMxr37bOj37nBf76fZsX/LbEV/+dPkMhsH5A++rNnlPilku9ibw3rhY4e75FNqvRWqCUQArLTKZNiCAcoVLFb79po92F2sKkiMT/i0JyWRnWjWVjjNisQWAsOzoju0hNTDkmBOs1dG2wxDZsNAk9D29uuuc0SymR+RymVh/crMBm9eKobIkQfWcJWLruorXAzRiCoc3K3Hk/0YE5YqfTnj3n889/5Gku3ttBKlAuPPslAc98QYOXf+kGP/wdF+m0dqGSxMrKTvkm1oLjEiyvEFiiVgvFfK8SstNxCLVgatpHKtCBxHU1rmtxygGtpqK10c9JE12DJbt2q20t41g8BZx3HOpWs6LBHyNgEexkEqM3uOPjjppU690BYwz+4spgmVwi8VSvbRA2+22CpSNxJssDjxm5Ao/QMfFmpsFxsCpKPv2z35zEAl52cMFmcpZnPG93faRf8Ko6X/YNK2gtWL7psnjdZeGay40nXHJ5zbf82+uUKru8pCYdhK1GpkP0mYZh9JmHIbbRxF9YQrejSoRv/o5Pc/Zik1ZL0ay7+L7E2qh81xUGbzhHEIHf/TsZJHVjRvaC3HQm3Uqac47Dud5snu0Q1K1hq5m/sR+2vm/zdFIOg6DWQFer/XBK8jvr+5FdSeBUStFUXRgMVQw/96jIZFDlUu9cPvPhAtcf9yhPaoa/4897RQ3ljGPj+pkT3/SvbnD5/g7rSw5LN1yWrrncfNJjdcHheS9v8OXfvLz7c046IVvZDYjsRtxcLgjQaxt0llaBqCHi3/r7T+B6hkZN0WxGSfq2u7RzeU3G64fMRDfI2u6+/RUD4RY2YCDCTaRwTEqHuxxFboycsPXuBmmrC3k0bM+O5dQcJcf77I4But7sl8klA5yJ3UpYHewD4hTzeGdmEYU8uG60i8h4UJk4FgYlWK9GzlJ3N/be3yvzsfcUKVU0lZmQTM6QLWimzwR89XcsjKEr9h/w4N9cw/EsjWq3U6sBHYC1grUlh8p0yMu/dOP230TskCQTseIdUPx3shZCTbC4TMYsc/8Da+hQYLoZ8H5HRVn+otscUvQXRPyONkzfGNzUlnY3404kfpJYogRT3R3uVZaKSbGzA7GkLaG1qCF3RBIZk7rR3XkVKScFXat3tfEhuxH/2/cJE5OjpZR4c1OoqUrkkCgVtXovFsDboi70MPH9aNheNuoBYozgZ37wLLV1xey5aFCmlzWUKiEX7+/wrBePv4m5fH+HZ76gSaMqo4R4CzoEo6PQsN8RvOat6+QKt5mwnbQbw7Y4aTesxTaatG8s8oUvvUomG3WgBok1Ar8juw+N1mshH29ULa6A0Fo2ujl3IZJboSbO69/KduhuwqnG4gjBBSeqhNkOjWRVa+gO2Ou9FfrTwhcPpGx7f0kdkR0wzfbOFRt+gBn6Y0vPxZ0sI3KZ6HF+AOvVYxGisc0mflahix42I9ACfux7LvC//tscqwsOmazBdeHzn8jxKz82j9j2QtrPrpDS8uwXN/A7oh+VSthdYwRCWO56xn6MQR/x+1ZStjE0brX4wW+9xNOf7TdSCgPJeiOD6MqoApDC4sro97rRrCZCKwbJE6GhYUYbQ8vgzic2PBW5swPhI3kq1DSN6RkR1U1CWzdhWrp7wjBBMLiB2QLdGFwLUkrcUgGnPBF1WrUG22j2+4scJcYQrqwi3H5E/+GPFPiBt1/m/X9YBiCbi8I0f/zLUzz9+Z3ywfqfy/3Pb5AtGFoN2bsr+bG16pJiWXP+7j1UGo7DVs0hfZ/f+58Ffv0nZjCmbwtajShcI2UU3s5mQkpeh0nHJwBudZ2DmA0reTrwt9Q4NlfLRc5IWex8vVg0kuUwJLRRlUw88bdjDddDPdCC4LiS5ojsgB2O145+1CbHNWi20curB9REaI/EHr8xiKV1UAY1JSgWNGbd8nu/OMmTn81wz7NbTM2FTM35PO8VNVaXFE8+kqPTlJsaENnEv6bPRPMnbDf3pBfGSGR4WsTtz5nYKhFYsGU1gFTw9Gcz/Pd/fZZ/8WPXyBWix6zXs/iuZCrbJCOiRm5NLVk2lkbvoH0mhSUro9x22y2PS+aHDCezWiwZKUDvbFA6SJ7UkNWanIgMU3UfO7amHB5Wb7YJA/QufJsf1F5ahcZuUhYPgUSo2TZbA+rB45/J8dM/cIYXP1jjwt0dCmXN2SttXvGGGn/ya5MEvsBsisb215XjaUoVjY17nsW5UqK/pOl+XKOS6sdm2G6MuSm0Bn7v56eRjuD1X7UORJuq6rpHLq/JZqM3F1rJh2qzFDPLFJxBl0NimHOiHkS62wJAJj4D2VUveq9JpBLkJWyMsQlZspKl0FAWFoWlY6HR1VNPAqkjsgNCKWyyamPkg+RApYYx5vg5ITHd92GNBhcKXgepLVZYnvH8JjefzPDEZ3JYG03YvOuZbf7hv7lB3RX8rx+b4zPvKkWNzbokL7xrSy4ffU+RV/2NDRrS9HcQ3QcoJ5pe+chHC9wWWyYBD7sBfQJfMntWs3jN5cPvLvGqv1Ht3VcPXXLaBRnwWx+7wKOlIi8//xhnvWELYJlWDgIx0DgoftWkHArsuWCujezFl1NOJsJ1tq+Mi28fKhntrFWPrxPS3cQM2DUhmJoPmJoJ+PhflvjIn5cAQWEi5MG3rfODv/YE7/wXz2fhkeaWpcc6kHzoz0q85etXKJQMzboEO5i5XShpVhZcru6osmzDVpvKRDhmJEIgpOHPf6vMa75sg0wuepw2gnpDIaTlAx89xw899XIuvuQ6f+fcGsMWblJAVkhMV/mIHJHuaRHbjm5OPjtnlW1xor1w0EnjZLhLR4gqFbbOkeh+cUV2cHEE69Xj64RYi3UUxhHYrKCzLqnfULQ2HD7zoRLryw5uxjIxpXFcy+c+keMnvu8CFyYDnv/FbbyChQG5MPq3ci3Wwvv/cIJOSzA5GyWwxetbKsvkbMjNpzw+9KcTI09vV4wwiL33OPKtC5p1F2sFj3wkR9JNyMoQTxpuNB0eX6ps6W+Whe01Hesdd+gxybCKg0AiaB3H70LKgSKVRCQTT5MkLojJijsAW9vj3KmDJNmvKLnOumtwY1nyxCNZOu2oyVmxHNJuKn7356b5wB8W+dbvexSyWzgQwqIcy+I1j4/+RbGXZ0LvJS35kkYp+KNfniYMbvOSlexzNA5CUK86ZHKG+pri8YczEIdRhKVY0Pi+5Nf++lmsTW59bhPdXLb4m5B0NmJzIxN2w+neWr9DTEeqiOyAk8ugc7lIjoznxyRRCrcyeGG1iSqao8P2Sm+ltAMqBmFI6ZzklW9Z58pUjXf/7wqPfTqPtdBpSTotSSZnmJoPmJwNWbjq8ef/exLtGnQgyBY1nYYz0MF0ciaSJx//TI6f/89n+OpvW2DmTNi1XRZrBTee9Piv/+ICfnsf/V+lor+J1jvm8qytuOTzAX5HkM1qrNXMCEOgFI/Uy3zyCRfbnbMjiLoWlkVUVtuxoxeLGQrPwCgDE996MncrKXvDmZwgWPSjaozh8lshkIU80nN7N4cdf2+NDveV6PWlitaskLaX3B2XiTzrZR1e9Mp1Wg3B7/7cDO1uXkdjw6FVcyhNhkxMaZo1ybv/9ySvestTOLpNOEIhchzL+bs7rC46/Np/n2ViKuSBFzcplQ3WgJDRzKs/+pVJ3vWLU/v7Vj0vyuPZQQ0xGlYWsmRzIUrYXihGKuj4ip/77WfzEebJ5Ro8NPMw826dkrBkoTu4EhyhNjUsNLAp/XzYduxVGzlppI7IGGRmp/BXNzDNZmRUIJLrMhncqXKvT0WPo9wBd9UKKcDxLHFe5fylDis3PcJA8KwXNnj7f7rJZKXDT/2bs1x9LAsCXNdGVSUmckhWbrnMX/RxXMv7/qDMFzxYQwjwchZjNH5TIVRcNSvJF0J0qHj/H5X45AcKfNGbNrjrmW3CQPDJDxT44B9P0Kzv81cuWRq5U1KxsTRrikc/nud3f3aa6bMBq6seH/jYFDceKPOmL36S1z1wnZnpJmeyHbLS6RkEC+it1Ba2LunVRDklBRPSOKGyacreUJ4LczMEq+v9vj0AjoMsFjZNiTbB0XaKiTYMkd2QEnRgKZY1QmjWl12ksnzDd9/kwbetc/XzGX7kO8/jtyTKiTY9YRDZjupa1KV4YjJkY9Xhk+/LI4UG5Ka+HjqMOjoLIcgVDD/4jy/x3Jc2+MKHakxMhixe9/jAH03w2b/Ose+OvO+PZzcAvwVBW/HHvzrJ2pKDcixPPJrjfX85zcKL7+HZr1jmjc/5DK8orDPrSGSipfscFmPp9ReJGdWXKGlvLDCjFLU7oIFQ6oiMiTdVxlRKmHYA1iA9j16pxTBKHZEzYsnmo0F1ojtU0kY3k8kY5i506LQk//gHrlGZCvnInxf5xPtLKNVVASQ4riUIorkQoS+pbzi4nmFjxeGzH8kTdATGqv5zBFghqNccXE/jZgxCCpZuuPzG/28WsIczYXOUMRnuJ919zOotl5/5oXMgBLrgAQEvcxZ52z9YpJjV3T9r9DwLvVBMPC9CMRieGfXu4lI8iHY9FSlopJUvdxzKc1FnZjFBiPGDaBvtSuSIToHKdY6sEbeUlkzO0GnLfsoEUfXb1FxIGAq++CvWeN1XrNFuSn7nZ6aprTsIGTkhUkbqRhhEuR2NqqRYjtbLIx/LR0mmI9aotYLaukIIS2kyBJvl4+8t8dfvK0ZJ7QctCGzlhAy3Beie6/v/sML7/3iyd15e3vCPvu39vOJL1ihnmmQStiOabBX1+Iin4iZdkeEckdj5SOaRZIUgg6ZzyrMoUkdkF0gpIesSrlUJ1zaiIncEOA6qVOjFe0U+h90Itj/YgZwf6CAh6hmwGqQTKb6ZrOVVb1ljcjZkZcHl0x8qEgYCN2tpt2xPCpXSorvOQ6MqkSoaeLexrqKBVS1BlLxuMWHUHj0IoLbu8KV/d4VbT2e4+ZTL4vVMNL1XRh6R1ofgkMQM73SS/04aGSm48sIO3/LPryNDCK3AE3ZAIlUIQqLJlg6bnZHhsMxwKR6kC+1OR7oOJtTojSrW9wELQkbdfyslpOuiMh6BUnufJ7NnbK8qJf41OfIFok6pr/+qVXQYbTI+94k8ubzBb8tozyUjH0uEcRqGoLYuadYkH/yjCXSvzcbmC//6ssOFe9o896UNjBFcfzxDfd1B636OmTWHdCEelWs2qkWAEFgBX/ddt3jty1fwtYOEXjOzOPkU6FXYqW7OmO1tUkTiv3SnbidelsipOe7t2feD1D7uAmMM/sJKJOn1Erds1IlvdR0bhHhTZdxyEb/RgPBwDYpUUSjGIqKF3/3y2tCydN1jai7k+a+oR4ZDQKcV7TgKRU1jQ2FM1ONMSnr17mEgsN1hcSJnMEYQxjMkeqEGy4Nfvs6bv2aZC/f4WBPFdT/1oQK/93PTXH8iS21Ncag5EqprBkwidGNGVz698a3LFEqa5RsuF+/rDOxa+hnug9MzQxsNwRuO8Ua5JWJAEYG0PfudTthoEa6sDV3golJYv9PBnZtBeS6iVMSubxzquQkZhWXiCblBYsNQW1doLXjBF9UoT4c0qgq/FYVgPM+QK2rqGw7WRMqIkN0NkLXdkREC5VlojlZEJmcD/vbbF3nJ66oUK5ov/epV1pZc/uK3yvzFb1eorjm7a+t+u1g7mDuS3NBIOWDCzlwJecUXr9NqKjAapzDabkAiVGujHkUOm/PKIkelv5GJNdnj3p59Pzjdes8+E67X+o2Fkh08u5h6Hd32ux0SZ6KGRIeIMVGPDpPouBzLpoEvWbrh8tincggJuZyhPKWj8RGupVCOLtg6pJeEaq3FGIHjGrITIUJAdkLjZvWAZPqWb1jhG7/nJueu+NTWFOsr0UjwF7+2xtf/y1vdY43phOxX59kwxJmdxjs7jzozHxmXEaM/pbK86KUbtDuD04dF4gei3Y2kX3YXzYWxXSk1Ill6F3dIjZway2ranv2OxRgTKajJ8tHkd1EbgpV1ADKVEmKitH/rYBwsWCO6+Rr9m2W3RXujqvj0XxUIOoJ8SVOa1HhZS8eXlCohrmfQOrI7vVlyRmCNYGIqoF51R669iamQ7/rxp3jwy9eRDqzccmlUFdPzAW/7phVe9vra4TohXYRSeBfO4J2bg9mpkecO8JxX1snkDY2GwBqL7PYHSdqNWBmJbYcjBKGN7cagctpXUqJnRxV3x789+35w+t/hPmJa7cEStpienAdhrQ5EnVWzF87gzE4jCgfQojluU5xoV5wr6t7pyW4OR58oEfVdvzRFvmQoTYY874tqeFlDs6aYmAypzIS4nk00HIs6oU7OBmSyFoFFSovy6K42y9SZgC//5mUMgo2VaH6LDgX1DcXqosul+zu8/u+sjvd+YOuY7V4wFuk6CEdGranjmsAErmtQKgoxZfMaJbd+/WTJnaSvfCR3MMmPPC7frRlDa2R7dktBGM4ry0VlOStNb3R4yulBN1qj580kfw98tB/FLzJTZbwLZ5ETE5DLDYYSb5dki/Ou3XAykb0AeomnIrH5txbWlxw+/OclpuZCShXN815RiwbdCZg+41OYCKPwTpzLL0E5hsqMxsuMnpfzhq9a5fIz2mysOLTqCh1GrdNXFly0hrd94xJT8zuEuA/AYbPGIKXESgeRcRLhmMRjXEXGM1H4yloq5e01z75SYvGE7DY2o9dzKKm2JkO/i1uE6SSGWWG4qCwXlGVSbJ73c5JIHZHdoPXWX/yuhGeHMt+dQo7M7CTZc3ORQ7JfDA/TE4J2UyJktNM4cylgaj4kmzNIBV7GUqqELN3wePqzGfIThnuf0+JVb1lHh4LqqtMr2VWuwfUMbsb0Mto9N5Ht3Z1ULiS8/PVV8gVNbSNSf5IlvToUBH40I0JucYF3M4aXvr7K3/i6JcrTAWKMlsbjIh0ZxZkliEoehMDLGp71hTWe/8oa02cCOm3Jresemaxm5mywbfAodjSSO5lYek2GYpJGZV2HXBthSySGywouOQ5lqShJxaRyuMdVnJGpM3KaMP4Y+WIWTKffxl0qiTc1QXZ+Gu/8mUiC2w+SPUEAhCDoRHkejmuZPhNy5qLPxKRGOVGEszihUS68910VhICZswGv+4o15i/4VFdcOm1FZTrqH+JmI8deyij+K0UU+h1GSsur37pOGESzZezQV762psgXDS/7kuqm58acudThjV+9wosfrOJ4USbGfiDinh/CIh3Z6xM1f6HD819R45nPb6Acw9UbWdBQmtIUcpvzwgaO2f1/3Pi9b0sYuZExWK4FIc0RG5iyMNznKGYdh5JUTEjFWcflPkeSPaEbmTRHZD/ZQsKLcafL+EZDa5/6jAzVv2sjAUttTdGoKYoTmrmLPkpGYZulBY8gkCze9Lj72W2mZkP+/j+/xcW7O/zpr0+ycM0j8AXzFwImJkMWrrusL7kEvuj11hgWLCbnoukqvdbuQ/gdQWFCky1EykuSF76mxtd9503mzgd88gMF3vu7E5y9q0OroVhbjEoA94zjIF2H0BiQkC1Y/tZ3rfCS1yxRmQmRMipR/uC7K7z/j8vc/+0NXHdUHf9mkmV4UUy3n6Q67IwsmtFHu6AEBak2JahJYFI5BDZk5QTMiEjZmWTO0c6P3IxUEmd2lnBpeX+q8Xrxk8TmQkussazccnBcG414mI8c83ZLUn/K4ea1PFoLHNfyzBe2+M4fe4rf/ukZPvoXEzSqUUDh2S9ucvXxDPV1hdVdIcgVWM9B+P1NWrZgKE5oAj96z8PtUyJ7ApNzm524TM7w9f/yBi9/Q41s3vAj33meYklTKGuWb3p0Wre3blQxH21gVJQ78+xXh7zlbU/xjOc18LJRntzCNY/f/n9nuXHd44Hnjz/cL1muKxO5ZKYb1olvbxgzcshlFsNZR/Wem8QVgouO4rFQn7ixEKkjshtcFzrdoUvDDkd3UcvM1i2IpZR4s1MEG/VokFV4ECmM0RA6a6JdhTUCL2+pbrh0WgJhLcJxeiVzubzhdV+5xsvesMFjn87htyVXntnmv//rczz5aJbz97TZWHFZX1bU1x1Mt+7fmugzaDVF96Mwm3Y1EPUmaTXkJuPwrBc3ePt/uEYub9hYdXj8Mzm0FngZSyYbgo1axu8VWS4NGJN/+r2f4kUvXyYMBLU1id+R5PKG17xllcdXStScDCWiAWQ7XTSincvoi0ZSKelYQ5h4XAZDUUSLLnZChl8rbnI0pRQrYTw2L+Ukowp5TKOx/RdLSlQ+u+XdTs5DnJklWKtGNugA2gPYblv1wBcs33SZmg9ptxW1dQcjJEHBod508BuWQslw5mLAN37PLd70NatcezzD7FmfwJf8q6+9QqZocV3D2rJLqyPBD7C2f7HttCSBH/UOscmYZ/9sEIJuwuvg7f/g31znFW+o0mpKlhccrn4+i3ItXtYyf8Hn5lMegb/HC7FSOIUcoTHR2Iv7VvnOf/8pSuWARlVSXXeQwnL2ks83fs9N/s+teZ4tR02lGo2kH37Z/I77NE3yUZaysHhAUYqRTghEGyFXCKYFLJ2wKM3JcpuOGKdU6GYpDuUaJNsfO5LOwgrtW0t0llbR7b7cGiWtVbGNxmDMWG6vpOyWOPFMa8nGqsPSNZdOU4C2CFdybbkCJor7Pv3ZLE9/NsvKLY/KTMizXtxgY1Xxsf9TJFcwvP0HrlIoadYWPUJfYpJv3cJH31+k01EUuvkpSYSweDnD+95V3jSs6q3fsES+qFlZcNCBiOLItlulY6PwknL2aGw9D69UwIpohs4LX7DI81+yQhgK/I5DJi8oVizSFawHBe6+q8m6dnvKxu3+JWJjs6678jSGS8pyt6uYdxxmHKfXBn7Ua8WTN3MnOOab0kdlPXC7OWJJ25H8dzZDuF6lc2uZzq1l/PUqJpHgrNt+lNA67ITsZ/4IdJNOBYEvWbjqsbHi9AbWXbvrLGtrHkrCjcc9nvpslmuPZ9Ch4K5ntJm/GPDnv1nB70ie/7omX/atyzRrEr/OJilVh4IP/FG5mz8ybDigMBH1NPmrPxvsWn3vc1u8+LU1GlVJsxqtIDdj0VoQBpFaMzG1xw2eEKjpClpbTDeV5iu/9glK5YBmXYFQFMqWTFFQ97OQV7zsvmXaRuwqILKdfVFEyaxr3Y8kCsNIzjkOs45DQaqBapxRFPYrjHeIpI7ILnCKeeREqb/4k3kaUoJSmLUNbLsNHR/bbBEsRg4JQLC8hql3y3qTxsjYTQt13+lOAy0/x+FXfnSaT32owMSkZmouiDLhKyEzZwKqq4q//P0yf/MfLPMd/+UqwkiadYmb0yjXILuJsKprQJ74eJ53/1aZbC5KgJXSIoRFuYb1ZYf3v6vM7//89MCpTJ0NeOaLWjTrCtGN+dz3BS28rKHVjGLGUkK+uAdHxPPwzsz0ckOkhNe8/iaOYwday0c5e5asq8mpgPvzVfZSYBz3Fkn+CARVo1mxkSh/2ZEUpdrUCj6ZIZ+kr6qkjshpwZudjhRViBtt9O90XWi1MfUGttPBdjqYjRr+zQXCZjtyQpa6bQOGlZCDbpzYtU3hTJ7GfS4/9e/O0mpIZs6FFCsh+aJmci6gOKH59F8VUK7l733HAt/6b5/msx/JYV2JyQusElgZ/cT83s9NR8rLXEgmZyK7oSw6hCc+k+V//fgsN54YVJhf9GCdTNbSbkpkt6vzc19aR3e7uhoTOTG7zhcRAjVVwc3nsMKCtEyW2zzwBRuEocDavpYhlEAqixSWM5kWGWl3fSGNRaDYZrjd/2truR6GGCQlEYVhPCF6VTeQrMQZba22UmuPM2loZpd4lQl0PkdYrUeJqSIKx5hWG4JEPDOeVGnBNlu0F5ah3Tm6E+/SWdE0njL8p2+/yJd85RoPfnnU4CzwBY98tMil+9t8xT9cQkooTUbzIn7gVx7n0Y/nWF10+eQHCvgtxTNe0EA5loWrGX7nf0yjA8lr37zG5HzI+981wbt+aYqFqxkaGxKtE8tUCIpl03cMugLT9JmQF76mxgf+sExLRAlyI5pP7og3O4mUsietukIzUQ66qzg2JgCWfFHjZRtd52lvn2doLd6IJ2eEQGGYFJaC6IeYhhWXeHeTHAEenaWlcwINSspopCMjB7nRwjRaUZhCSYTnYqr1/hyruDeRsRBqwuXVaELvcHL6IWKBoCSZ+/OrfOzjBd559TKv/zurvOg1daSy3HjSpVVT3PvcBs99aR3Hs7ie4Vu+7zpf8rfXeOrzGW4+meXhD2a5674OZy91aNYkj368wH/9zvN8w3ctcOGeDtZK/vdPzfKx95SorqveDJseQlCqdHVLIXof2Uu+uMZH31NiY9VhYjLEcffwOTkObqkQqSHdDczMXAvHMYQJNdcCSmpmKx0cJ6ok3Msq7YdlRe+4EInjOSFoWDirVG/43SilVjJ6wre/L7ru4ZI6IntAeS5qZrL3e9jqYKrdqZlxA5zkTsXa/UtQvU2aT0QhoXZT8Ts/O8Pv/dwUz/+iOm/+2hVe+aYqSkWNjTodQBryRShOdLhwd4dWXfHWr18B2+03YqO+JdU1xW/99Aw/9l3nqW0orj+WJQwZHLQXYy0rCx7tliSTNfgd2XMC3vy1q+hA8NfvLbK25NCq794TCf0QJZ2eMRFCUK/HWaj9nAulLJmMwdjICdjLQrCAJ+SmTqoCyAnJPU7UFTF+bPJ5STMxbFAEgrrRhKlgeaqQUiJLBUhM3O0srPTDuvHmJYkx4B99JUTuiY3o1Cw89qk8P/GpPIWJgDd+9Spv+foVZs+1sBYadYl1o+/w1FzI1FyVL3iRjMImTjQ+Iq6i9zuSJz6T5Wd/aI5cwfLkIznq1aiMd+RYCCFYvB71DogHaQoRtaD/e9+xwK/++Byri87eOjh3P/dYDXGEZnG5GKmzykJgI5dDWPL5EEdZQgOes7dLvuzm8oVDyo0C5hyHstF4YvPEXhhURpK2I97ArOrUEbkj0Y1m/5ftJjkeMrPnfV715g3ufW4To+HTHyry3neV2Vh1sAow8IovrfJN/+omlekQpSxhGPUSKGWji3hoI6FHOSCVIZe3IGBjRUZJbDoyBF/9Txb4ye8/yyMfy9PZYbpuY03w0+88w6X7O0hpedYXNpic0bie5Su+ZYk3fc0K7//DCf73/5jd/Ztud7C5TM+YaK14z7vP8oWvXMLNWBauuvzZr1eiMrwX1bFGUJ5i8xjMMYh6AQw6IXF3RGCkUhIzShmJk2B9a7l5Ao1Jyu6xcYPEUU7IESGV5XmvqPPSL95gcjZk+ZbL+/+wzKc/lEe4kXnzXMu3/dB1nvuyBhOTYW/vVSgalBM9JvCj8l+lLFIZPA+cEBave4QBOC488IUNvvF7DT/23edZX3Fgu8aHxvDuXy+TzYYoB6bmAp75wibKgcv3d/iOH36apx7N8js/O8MjH9llqwRjBtQQIQRrazk++0iF5z5/Fb9t+dj/KfLZj2X5qncsUNWCynTInuK53acknZA4TBsfKifHM0hRINj2HJtVHdI6gRuY1BHZD3qu6vExJi97/Qbf+L03KZZ1NENGwIteU+fNf3+ZH/nOizz66TwTlZC//y9u4WYMCBupv0agjUU5AFGuhtbRlz1XtN32zVCcsNTWLdZIpLLki5ZzdwUIAW7GEnQSq3PEhMv3vavMJ9+vkdLyJ786yavfus4bvmqVUlnTLCgefziP0XtbUHGimRACg+SDfzXPI5+oUMg3+cFvvcjqosub/t4yAkFxUqNNVMDkervLGTYGPvlXRa49lsHzDM9/ZZ25s1Gi3ChHY9g9TT5GEKXx1K1mUdtUDblTGFFKe5Rkcpp3/N/XecGraignmpAgFbz6LRt84I9K/NS/O0vQkbz+a1Z5zksb+N11Hoai+4W20bVZWEBidDTNN0pEjzY0+ZJmfdHFKksma7h8f5v6hqJQ0jRq7qb+SMnfa+sOv/k/Z8kXotDt3AWfr/62Be5+dhvXsyxeMzz58NbVR1siRE8NERCFkwX80q/fx5V7PsJv/NQUv/8L07ziSzdwXEO+ZHFci9+JnC1nlwV+1TXFX72nRKshmT0X8MJX1iInLz6d5KmxvaIqgLY1rGnNmj38TrT7QeqI7APSdaLZLMfECbl0X5tv+r4bZAuG5Vv9XYaUUcOif/JD1/iuv3s3L399lYlJzcqiQ6msey3OkyMVpAKpu9FMAaGOloVSFtezKGUolAydjug2MoJM3rARDK3MISfNGkGjpihPB4SB4E/+11S3JLDDb//0LJ/58B6avwkB2eyAGgIglOA//NP70Cv17mRiS+hDNm+6RqdrTANwvfEuCE8+kuWn/u05nno026sIypc0r/obG3z1t9/Cy24+zihnBKJdzJKhW+ob/6TcESg1mFt2xHz1ty/y4gdr1NbVQMl9Nq/5ojdXWbzu8uv/fY4Hv3wdo8HEYZDuF1v1nhJVsISBGJrmG7UMWBdRZZzrgu9YBIJMztJoiNGqSMIZ8dsS17UUJkJuPuXxs//xDP/w/3ODj723xG//PzO0m3u4GDtObwPjSIPRCiR88jOTfOsbnkl9OVI+g7ZAOVGDyKjwMWptbxRbNm1MYgz85v+c5fd/YbrbQiFSjM5c9Pn733mLL3hFfexTNsBng7Dbh0SyJ1n3mJA6IvuAmiigq7Vjs6t58MvXKEwYlm8ONgUzRrC+opg5E/DKN2xw5mLQ7TkStVbOFzVYgXKTT7O4Xjdhaijq5GWiUjkhohHgE1MhQiZbxCcY8dnoULC64EULWFh+/j/Nj84r2Y6khOG6kPe6yaeRGmJcgag2aN1oIaWgWNE4ruXRv85z1zM76G6ln5Tx+xPbdne1wK2nPH7wH19ibdGlVAl7TkezpvijX5nCcQ1f+88WRp8ugzsaAywYTlwDopT9QeZzmCOY1D2K8nTAK9+4TrspNvX96bQUuaLhob+5wV/8VoXJ2ZB2U2JM1FdIShDKkowoSBnZCOgXBsbpMJWZqFU8NuquXJgIqa1vcTkaYTsaNUWjJlGOpb7u8L1fczdhsIc11LUfspgfUEMMAiSozy9TbUIma8gVDNeeyPTerw7ptcI3WuzoiFjg139yll//yTk8zzA9FyAVhL7gxpMZfuy7LvDvf+FxzlzyNz03uYmJbUfjFOWRnY53ccTIeG7DMeF5r6x3OxYOOgSZnOHC3T75oubZL2lEDc4AsD3v3PXsiLfSV0Rc1+I4kVIyORfNpkFE0uQr37TBxJSOepZsOsTWizQa1Cd374Qkj6sUcqoyKK0SGUexUSNXCLl4b5uZswGV6ZCHP1yI5kR0k81ihWccfv8Xp1i87jE1H5DN2974jmJZky+GPPDC5rYJc7FRiWO6qRNy5xK3Dz8O3P+8FoWSoTHUARkRhUAmKiEzZwPOXfExOgqzdFqSTkvgeHbEjM/+eoraxVuUimxMZSbsjYnwMvDQV6wThnKEndhuTQp0GDlDe3JC4qPk81DKI4TAkQaBwLgC2h0802JqzufcXT6TsyHWCm495UXDRFW0xh3Popydbcf6suJ3fm4GpQzlad0Nf0eh7OkzAWcudcgVtlbVkxZdY7muj8fGdz9ILeBtYowhWK/1G5TthFJ7d1oiHS8aoLfNED2ZrFLtks0ZznY9bS9jue+5LT7xgSJhIMjmTS/WuzkqMOjQSBWdgrVDb8PC5EzIm792hWJZMzndYe5cm2I5hH2cH7MJpZDFAmpuBjJOT1qNjYlyNJPlFoVS9PcJA0EYCj73iRw3nvIiJ8SJnKlRHfot/YRUS/Rn/svfL3f7HvR3eDH3P6/FXc/s0KhuL5NaoG40t8xWAZuU047u+Oj1rWepbGJ6cufHbIVS0TTwbGbLRCgZN6sYStGYO++TK0QzqwoTmsnZkI+/t0iuECKlwW+LLQ45eKOTGMKbfLy18PqvWuXS/W0mKgEz822m5zt4WbO59/t+ksmgpiZR02WQUV8QgUAjEMpyprhMNhdNG9Y6yoPRgeBPfr1C4EcKiFL9Tdowcfv22HZ8+C8maGwoJrrHS9oOIeA1X7YOMFAuPExcaXMjjNWQ02E7UkfkNghqDfzrC+iN6vhhGWMYsXUYD2tRs1Nkz81tm1X5yEdzuJkoUz2TNcyeCzh7xUcosDZKSq3MhihXU69Kzl3xuXxfhzETtaPeKUPfHGsjJ+Vt37TE3/unt6LeJB2Bkprp2Q6X7m91JwLbrmOyDwtISrz5GbzpCsKRA2pIbExe+JxFXNeAoBcyEkTn+me/Nkl9Q1HfkJHMPMKXjD/lEEuIpd0BqyWZjNlUpQ1w/oqP4xqCbVrGWGA1DKgbyz2O4Jmu5Jmu4LKylMTxyDNKOTiMMbRvLRMsLPVHRoxDZ7NkPzZSkr1wBrdS3tJWPf5wlnZTki8ZlGMpVjQXntHudjnuhlg0POtFdW4+5ZHJWa48q0NldsxNGEQO/4irTmVW8y9+9Cle/GC1G66AfD5g/mKHyqyPEBYh9nGwXS5L9uxsFBoT9NQQraNwrlSa579kDSEsRot+/pyyPPKRAk88nKXdktQ2FGG3mdowcSv22Ha06hLHtb1GbMPc+5w2gS/6eTcjCK3lehBSlIL7u7bjPkdwRhrkCR14B2mOyJ4Jm2302sbu80KsZeQVb0z08hpqfiaqjRveVnR5929O8fI3VDlzKSCbN4nkL4vrRgmnbevw/T/9VJRguoVxGBdro4RPpaLcjDf83VUe/JtrfPT/TCBslIj1C/9lnptPZtA2SuXQmm5+xh4TM4UAz0V6LlpbdOATFfaDyGYxrsBxQl7y8iVYdvjMhwvkC1HbsMghgg+/u8SZu3xe/JoaXlZ3T2Xz3zPZcMzNWMpTIcs3XXJFs8kfjIWx7ZoqWSArJVNdzy8uAC5IRV5aFkOdDrw7xfiLq4Mzq8a1IbfjiAQBQa2BaW9tN5aue3z0PUVe+aYqM+cDpGN7Q3+FtDgSWi3Bl3zVOjoQuJ7dYs7n+KXnhtj2WCbPGf7Zf73GU49muPr5DIWCQbqGH3rHZYSMQsZxorndrsx3J6RAlYoAaKOxbR+w2IKLltEGJu90eNnr1vjgH+QIOlEbeYjCS8YIfuW/zfHV377A3Lmg6yRtfplYS44/4cm5aNhmXD00/Jww7CbLbhHmsUBgLWcdB0cIbNdyOAKmlENBGp4KzYnMGzl5Z3xMCDdq/e1wPC9mXPRteK5hSNhod/W+RAZYgkc/lueXfnSOoCN6izf6AWMF69UspbIhXzJk8tGXedCjH1+xiEuDHTc6fpzomctbXvH6DV7+hipe1vD4p3NMTIU4bqLU73ZwHbzpKcJ6k2BhEbuwAqtrONVl7p37PN/6TR/m7d/yKSanOrzqLRtICe1uTkxsALQR/Px/nOdnfvBMV2od/VICei2WpYokVB2KXkVAkk//VYEwkBTLg3/j5CdqseS7Q+/60zfpDbKadRTeCd7dpGyNbvvgJ5yQ3dSL3+aQTF1rDIaQRzhAP/tDZ/nsX+eisIOg1zlUEH1H3awhmzMUJqIcB7NJpBjfCbE2GmMQv4aSFmOjniCvevMGL3hNjU+8v4g1UKpEs6xMyJYbhrGQAlkqIbMenaU1zK0l7PIaYmONfPsGD73s03zv93yQN735Gs94fpOL93Zo1FTvo4r/XNcfz/CD77jEx99bRKq+3RvGSfQVesFrNpiaC6iuOZs+eq3hUx8odENgg3cmk1RdIXCEGAj7xLYjIyRn1cmsuEsdkT1gjIlK7gYMyS6+ALdZXWPDnbLsLe/+zUl+5F9eoNMSPR8p6EiqGw6OCMk5Qf+MZfQTdUul29VwvPczrKRI2S/hE0THWl92CENBrqCZORuQzWv0qMqacclmUbMz6FaHcHUdgqit8/yFDhNTAVc/6/Kb/73CTGWDZz5rlZe8boMXP1Sl01Ksrzg06pL6hmJ1wcVx4cUP1ihObi/7KqJZEAr4kr+9wsX7W1RXHaprCr8jaDcFKwsuN5/M0KqLkclrvUqZ7l2jXs0QKTDT6co8lYSN5uY//Lg5Y7dblReGo4d2JmjWJT/8zy7wvj8oA/0dvbaW0Fpk0nESFqn6G5mox9De1rUAHGG6/X+ic7NWsLboIiRMTEa5KQhGTvke70UEamYaUSrgL6xgm00whtJkwPz5NgLDB/+owF/8aoE3fdmTSAxf+88XqMyEbCw7NKpRpc76ssPGqsPsuYDnvqK+458vth2FPHzlOxbwMpbVRZdWQxJ0RM8WPfrxQpQXswUWkGJwHMTg/ZaClDgncBOTmru9oLe4aB1S5YyIM0ZH3glzFwLOXPR5+CMF/ux/T0YzGQDXi2a8KGVR3VIzbaNJvUvXXBave+gwkg51GEV/9nZ+/X9bot2McqJEUSG7M2Zs8hG7fQGBwaBrtXhbxdlLHfJFTSZrmZjSbKw4/OIPz2Ms5PKGb/yeG3zFP1zk0v3tqERZWV72+ir/4see5tVv3Rh7IUiiWTnf95NP8aV/b4Vs3tKsKTptxaX72vyDf32DC/dujvsnc02E6IdjtmK7rqwpJ5ikiprkkP7eKp/b8r5MznDuLh/HhV/4z2do1GRP35Bi8yg1ATSqimuPZWhUJcZEdsPvjOczDR7Pdl8ndmyiFVmeCvuJ4qHYNMV7L9hmOxogCBQnNTPzAV7WUigZsnnDx/+yyHv/oIxyLfc9t8m3/rtrvObL1skVDMYIps8EfOXbF/mX/9+nqUzHM7t3fq8CeM1bNvi2/3iNB17YJPCjXkpSWl7zZev8X99zY9sNTMPoLXsRQTzAQpA7gaYjzRHZC0pGV9tNrvnhZDCrfBakwKxvbLqvVAkplHRU32+iuG8vCdVCoRjit2X3YgjCWBauenRaEqkMQSDIZCzWQrspUcqMn8SawJh+tOrCvR2uPNDiUx8s0GrIbZOxxqLdxi6bnlRdLGtczxBq0ctEz5c0N57K8In3F3nJ62pkspbX/51VXv3WdZCCfMlSLAWEVhJacHdR2SOA8pTm67/zFl/5LYssXPNwPcv5uzvb+qJxNE2J7cxJymlGKCf6yw+XWx0GSuEU84RrGyOr/GbO+ijHojxoNSTriw7FbrWZIPreJs+4UVUs3/CiUVp1Rb4YKRq+H4UslTOqFUCCLdZc7HgILC/54ip/+uuTrC06O1ai7Yi16HiIoLUgBeVKNBDThFGLdC9jadUFH/rTCb7wdVVm5kPueU6bS/ct8LffsYQQNkr0VxZ/D+qPAF74qhov+KIat572aNUlU/MhlZmtw27x5+F1P/+trIdIPP6kkSoie0BK2a//j11/c8ClZglU1sOZKIw0ZKWK7la1RDkb2XzfWYr7XTiuwXRzMxsbUQfFyGgI1had6G10JdD44rkbeqkrRMZESXjrNyzTaY1yQvZojBPVBrlc9z0L22sq5Gairo4byy6NmqK65vCx/zMBVpDLW5YaBd63eI7mpvc2flgKopHjdz+rzcV7t3dC4iO73ZHesivXbvVK9UP6LqUcLk6p0E9QjX8Oa7Ku1+12PKJ3Sa6g8TIWawQSg1J2wHZAd8BaryU9rC25WBM5HJ2WoL4he+lygb+XlR0dO0QipEEIwTNe0OLS/e3bd0JijIEgBCFwXPAykZGTsj9FVzmWlVsunaai1ZB88oNFlm+5UXlvxuHD18/yWGsiano2cNnfRUhbwNnLPnc/u72tExIfVRIN2BTQDRFvfh1BFEKr304i7xGRKiJ7xK1M4Hf8aGdxyK3dg2YLlclEvUQS2fdCRvKqUpZ2U+J5lhe8urbp+U5inEOuqMnmZNRMSFgyWUujKnnsU3kq0yFah5Qq4bazFOK3L8WIZanA7whCI0d3XN0Lifkc+bKmVA6Rsr/7ssbSbkmktGQLBmsgCAQ/+E8uU6oEFB4o8+ir7uXyF93gDQE8K7/Bi8sNlIx8yagPS1wuAPu1xxhlslS3xC++TyEIrGUt9UNOJdJVyGIRE4cVD5NQY4IAVcijm62BuzL5KGRrsTRXXL7gZXWmz2y+QKru5scimJgK2FiODINyonWzcN3l2mMZzt3VQcxqsjmzRUXe6PceWwjZFZybTYXfGXWA27AlNtqkzZzxB0MhjkXrqGV71HcoWqWf+lCR3/nZaSZnQ8xX3Mtjz8nxBfdd5R9c+BD3akM5H9lA1c1oj6cC79VujEr3TSasQqwgiF6Ce3Smgg0TchL1hdQR2SPSdfDmpvEXV247m3236KVVdNzcTIqeElMoR0PkWnVJ8//P3n/H2ZKd5b34d61VVTvvTqe7T545k0fSKEsjjSIKSAIJJIIQwUaAzb3CwhjhINlc+GFsw3Xg4p8N5gKX6AsmCiFAAiWUs2YUJ8+cfDqnnatqrXX/WFU79e50cqhnPj19eu8Kq2rv9da73vd5n7eueO4rNrj96a0tj2OtMyD7j0Y0685R6DQlH/6zST7y7nEAluYU3/bWFd7yTxcH9utf1EFPIr3VVOQLLpyrk4ZZnmf5xmeLWONUCHUkkv0uzDEZn4lA0w3xWptMSAnthmRiJubY3W1yecuDX3K58dqKx2JzAj3b4d6JOV41tUh+wzkrJjlG/4LifEboGER206qlf/2UGpvUGUlfj6zldKwztdXrGMFklY4Au74HMbOLgU6H8OyCe2Iq1UvPSKhOxGgD68sehaLhDW9d3jZzZA1UxgyFUodWQ2ENzJ3K8ce/Ms3cycAFHjqSn/mt4xy+ZTPZzBr3nU8jmL1HtsUThshIJJZ8wXDmiVw31RNHe4tYjkJa+eN5pjsRe5kyx+F6+n11/MCgNRx/JE8cSRYXC6xR4XB5mR87fD83xzG+kRjjYiPG0E1ju+PtPQUbj7Ab/eh3UlJnJH19w2jmL9Zi7zIjc0QuADLw91a2e7GQPv3Typ1ESlViWJ7zyRcM9712jX/8s+e2NCZCOPLX8pyiMqHZWPX46HvGeOj+Irc9rc2P/fxZJmYjOk3J4pxHHLlJZpIAkOyjyQiZOB0SikXXzbbdUkSRREnIF3SXTqPjtFjvwqB8w/f903n++FdnWJ7zmZiOXGlw5Dp0SgXf9tZFxiYj4ljwwT+dBGOxAvzH57n1/zpO5/kbLHxXwN3PbDm1WHp848H7tjeD4kKpo69x+EgmMS0No6kbFwnJnJDrH8r3uLzLlwTWQpw4IMmX3PcMtVUFQjE5E/HWd85xzwsa2x4mDKG+5lGqGr7+uSL3f7zC6pLH819R46nPb6A8y9wpx53qVdS4+Z924wVXQq+8nkUwQGRhLQ7wY0HZC7uySy6te+G244WvWafdkDz4xRJxRVOqup43raaksaE4fEuH+163RnUi5sSjBR74RBm0xUjD5B88yOQHGjz4bRVm3hAxezjuFU/avtt6nsEutUW6dviQ/QuXpjWsaUMja3p3A+NK5vL79IHvfJHhhfctoTzDC169wZERlRujds8VXa43yFke+XKR133/Cnc/x5UYdlqSYkXzjGOO/7B0ziOOJCYR3hmbjsnlTbci0B3U6YTEsXQsdwRhKHjq85r8mbTdHjAXCilcGuqNP7zE+/9wktVFPyn9g+pUzHf8o0Ve/T2rGAMLpwPGJyOneBorKsWIQGju//sKX/tkmZ/65VM8/YV11z9DOWMpE6Kd7Vvl7AbDEY9R6DcqJtn6hIZrMaSa4fxg+8OKlxtp+BKgWOBbvu80k/s67D/a4d5Xb5Av7DymXMGyfM4phYahpNmQ/PC75ihXNWEoiELBLU9pUaoa4hAWz/oIIdAxFMuGyqTuklmNEX2REYtFkFcRS2GFtVqOI7d3+PpnvQsTMevDmSdy/Pi/P80f/+oMDz9QZOmcsx1+YHnKcxv8bz93lplDEVEoWDjjc+z2Fo9/owA5wVShRXNV8u5f38fnPlDhF//XE86RSnwk3RH4fi9CK+XuvRJX9bK17RjljNSt5py+tjvvQuaIXDiUOr/UjJ8QNc43rZM2e0nIblP7Y779R5ZothSTkzvX3Rrj6vVLFU2r4QzBc15e4+5nN2luSNotJ+JTqmp0DDLnKkXmT0sEgljD8jkfPzAUK5pC2XR7SeRyFt+P0FpQr3noWHLr09vMHg05+2SO81rVCJsot7qojJ8z/MmvzvD2XzzNP7+3wUNfKtJsSPYfCbn31RuUKk6CvVmTjO+L+In/8xT/8J/P8We/vZ9H7s/RbkgKZcPavMef/Mo0T31eo9s5WCqX3vJzrpmV2GOBg8AJDG0XYoUkAoOgY1MTlOFGgcwFnJe+shQJNyw8fycmdYKMgTDitd+/yuyBFgh25YSA+7ZOzsa0m4JSVfOdP7pEsaJZWVBoLVHKMjYVu3SsD4WypbHuHO1GXdFsSHJFQ3U8RkrR7WCtEBSlxbeamh/S7uR5zT9c46EvFs+zdNc5O1K5yIzvWxbP+HzsveP8wE8tMHfa5/iDefzA8LR7G9z5zBZSOrJtuyF56evXePHr1njg01X+5t3TLD/u5NyjtuD0Y3m++pkSz35pnTh2aW6tIY5k0jzU7mltkW66nTXoRY5cX5zw2pMMGYnMEblAyHIRs5d+Ebkcwb5xpO9jophwadV96y8wsnL2iRxaC6Q02y/HExjTK7GbPhjRrCnueWEdHQvaLYVSltKYZmxSE4USawye78ifnYbquuZRKMgVLJ7fS8+AiyR4ypLPad79e5OcfiLHU57bYPFsQNTZm0ER0rpVRuKEKA/27Y+orXk88bUCz3xxg6ff10AIy8GbO3i+JQpdJKNQsl2BpOmDET/4k2dYOBPwu7+0n7njAZWJmEe/WuDJB/Pcdk8LgesFUUwcmTTasxtHxOKMiKLH+9jOoKRpmQ3tZMwy3DhQgU+kZC9NsguIyTH8UgmpJNFGHb1R29P+mw8oQGtWlwP2H2rRDj2KA+7RaJuUflsLJY0fCMYnYyamI9aXXdSiUDJMTEfkigYdye6Cp7Euu2lZa11PlSAHcTx4HoubQ9EJzV/83hh0DLc/o81DXyzu8QJtt7cLOL+rWDH4geGLH6vw8jetsv9wxP7DEeVqzNT+yDkUSWS1VHX3wvPheS9f545nNPjS35d592/sw/MFQc7w578+zT0vbLjzSKcobbTtpnm13lryqR8ai9ymim4YAkF8HZHaM+t3gQgqpd190wCkwBuvIn3HNJe+R/7ANP7MdO9Jl+YX9oiTJyosLBXI5+2ufBrP65W6KuW0OA4dC/Fyln0HIg7f2mFiOnYrib5Okb4/KMWVKxhyeUunKQamkVSwvOARtgUIy+c/VOHzH66eR0+bnhNijXOgCmXTvUf1NUUuIce6qIxFJ6sTKVzUJ45dushxWyyTMxHf/+NzeL5xH50V/O0fThK2xWAaxjpHq7M137d/U3rSS+lrW8uWpVz3ptEsXoPldhkuHHJsbPcbBwG5agWZyBb71TLBwVnI5/sOeH7m/FMfPoAxAi3FrpII/WfxfMstT2tRmdBMHQw5eKzDgZs65IuOwNlpuWOO0hSpTjh+Ras++EYcSlbnPcoFw5Of8/j8+8uceTLY89NKqiStap3QmpSQLxm8wNJqyKT3qLvi8nhPL0VKkpSRE2GMQgFWoKTlea+o8aJv2UAIS1AwPPlggUceyA/wRCxJxU9t67YR/dAwoIUqk9e2gmsJYZnX1w+p/fq4issMow3RWp1wZZ3O2kZP03w7CIEoFPAKvRp+3Q7pLK4QrawNLp1344gMSC2DLZf57fc8lU5b7Tr1nB7CaFdiKyXk8pZyVbtJnEzIfDFp9S17LHcHp2JqcdUy/Y3erHW5YGvhvtesM7U/Ynw67nJEStWYA8c65Es7KBMmEWQducZ6ubyhOqG78gu5omHf/oggZ8jldRLlcYd0WiY9gpsxAuU7zYNDxzq85e0LPOV5dZRvB+VgNNTXFY0NRdiB/C4WYvHAmdKhC2Isw1dogdBalnXMcQ07hq8yXDfQ7ZBwZYNwZd1FM3Yz15XCm+g5LcYk9mdhuVf50t9Pfif0GQgRBHz4fUf5zBcP4Qf9j8PdLbVtcjilLMWScboc/e8nvrmUYPoEzPzAkC9awo7AH5A1cZFakZTe3/faDfYdjAiqaQdcy8xNHSb3Rwi5U17CLaLiJKUzNqnxA0scOb2TykTM2L4IpQxB0tROJqLPTpIgvZeiezzPs7zme1Z4yRvW2Lc/ck34IpkskqDTdpLtrbpKmgJufx9dFNVuehBbXMfe4Ss0WBpGcyrWrF9HjTGz1MweEa5sYBqNnnjGbvO0SpGbnuw7zjqm3hisgYW+kpRdeBPp+0EOFfh89MtHCd7T4cde/3Ump8JNKYX00MOo111VzMSUI59uGrrnHuJRBxCC8am4y5yyxq16iuXB/XQsyBUMfgBhx2l61NZ9KmMxb/pHC9z+9Ba//nMHCQJLqRLRrLvJ20U+B2GETNYGXs6Fd4sVjZTunErBXc9uYm0SmSm4yEmrIcgX6BoBKdKPy6KU64KpFDz3ZTWe+twmr/7uNeLYdvPU7ZYgX3Ry+C5CsvNn7G8hMKQQA0bGAgtxxKJNGvxkuCHQTcMm0uJ74XfISrm7gDFRPCgZ0KepM8Ab2wr9dfdSoqpljJH83F++jO+c/ir/5O77k2Z3OyONAjqq5Oi0QqFknA6ItVTHDUIkMmDWleI2aoqJ6V7vrLRCxqWEBfmCwSBYC/M87+XLvOEHl3jo/iLv/4MpJ69uY9ZXPUw/CX4ij1hvd6MUxbKmVDXkCm5h1GpI7nhmk+qkplVTVMZjhLRYA+2WpFhyPTGEAJJyWCEt5arjqBXKhm/7wWVe+R1rPPSlArfd03QNRY2r2itVdSK+vfNnLBhtO9I0Tf87obU81i3tv74WL5kjsgeEqxs9IaK9Mt61Jm608EoF1467Vu+9lxqP/mX5diub/veCgGB60mlXCPj8qRl+9y9r/MibTlAsxXiexVgBtjcxrO2V07lUiaDQr6LYf1nJqUpVw5PfyPM/f3mWpz2vSaGsWTrnM3Mo5BXfsTawmrJJuZ62rlW4jgW1dZ84lrzrV45z9I42v/OLsyzP+Yzvc2W3lXHN8pxPbS35SrY7eNNVKnIFq22326eQlk5L0moonvr8Brc8tUO9HvBff/ZWbr1zg+/8kTnCjstfi/RapLvoVJTNJAvRdlPSrAtuf3oziea4iy2WkwjJHmTft7htm5wQi2vZXY81revMmGQYDaPN+esNCYFpNmG8AkC4uNIr24deDqF7MrM72yQlaryKV8zTmqmydjjg4/E+Xtoq8oyiK93tr9LoxQQG/xZsXaoOLiXjY/jD/zpNFCkOHO0QR4LjD+b5vn+2wORMPLRYEmjtVNiDnKVRlzS15L7XrvKPfvQMG6uSD/7pJFJZKuNuUVKsGuZOBN1oq2gbqrMCQkOQd/1jnIm11Nc8cgXDq757DWMkH/vIfj7/qSpvevNp7nhaw91Kl012dlOATJrxaesCUELC2pKiOmF46Rs2kgWPay7qVdO6n71h+L5ujpCAJwSHlOCU3gUJ8BpDtiTbJYwxvQhG6mrvlsuRbBevb9A+u4BeXu05Hv0h1eHjSQm5HHJsDG96CjU9hSgVEbkcopDHm54kf2AaqSRGgJUgpWGlluO97ztIq6USz951yexPxbgwp0hyopYgpwcbCQ+540LALU9t8xP/8Qz1dsCf/N5B/KLgZd+2ip/qAiQ/vZbZ7nWtYXEuz7f+gyVuurPN2eMB93+i4jpNCkEcu3DsxEw00AJb1zs8+1UdpmZjGjVFfU2xsexhtOAFr17nJ//zSXJ5w4nHy5yYO8iHP3oH586UKI9ZF7FOPBEpLbl87/Z6nnsrDGH6YL9qbO8ihNi7MRkO5HavIwmzujSNRQnBfi+bejcK4vV6zwk5D7tBFNOeX6Z96lwvotL//jCvTAj3JS+VkFMTqJl9iLEqolBA5HLISpngwCx+tQxA7aYC3BqiPMOTDcVq/ynY/pG3G4Kl51l+4KcWeNX3L7DcsjxxVvCtP7zEVJLa2AxXbWKBdlvgFzQ/8MNnUJ7h4381TrspKZQMWgviyFXcjE31WBW2FVK43eO5r6ghBNRWFbU1RW3VY2wq5kd/9iwvet0axgg++/ARPle8jc8en8FY2U3RpLbDC1xUN73NnufSxMWyc4R6qRebLFzOXyVpeD+Lsx1RN01jKUvFuLhOSmX6kEVEdgldb/ZWG+mk321EpK9UbhP6j5n+WAu5gPz+6c3bl7bungmJ4bDw8Ikqf/gXgn/45pMo6aIinupnkds+X8gO6LJtlcIBGJuI+f5/cpZv/q5lTp8u4OeGqkqSKItSLk3S6Qg6TUHgh7zoNWvEkWBjVRFHAj/X53TETtioVNHU1jyEsExNNWnbMv/2f36dh75Q4PQTOfzA8vQXNrj5rlaXCzJ/Nr0nkv/yH57JP//p+zl6rI7wLXLEN1wmPa/GZzR+0sb8fFYwo/YRI94TDLbuNljyQlBA08rWAtc9TLvt/tE/SfYCa6HV2vxamooZODZ4k+N45SFiUzHPtvAhL2JA8JGzU7zqyCJjSiYjtd2oR//3ei/zRgBHj2i+70dWWdUxY0qN3FvKpDu1cRHLsK546h1NqpWYlSWf+rqrR0tJ7ykxtDyuWV1Mq3Y0E9LwnNeEfO+Pz3H/xys0a5J9ByOe94paN3USh5avLk9S3tfi5FKRT35yihe+cAk/cBEQpQY/p1QrxM/BxGy053uw3X0TQ++lv4dZOxIYk5K1CyiWuhqROSK7hNUX4IXuhuvRv6JJO8ad7+kAPJhbL3D88TK33l7H903X2egPwjgilxjYORFq3XKGKWWZPdCmUIid+FfgSGEiWZgJQHqOqY61rK/4lMec1kirKShVDJ7nGOnpCiS9XD8wvPI7V3j1m1c4cHNIoWxp1+HOZzd52r0NEBAEtqvqqmPBU5+5RrOjAMlqmOcn/n8v5jX3HecHvu8x9s2EmwJP1roJ7qvB27xXwzoKae+H/vJd0f3bJvLvbiWZF5bWBXzOGa4RbOpF1Z/02AH9tmNUymVEbfl5y4sAVgrIG05HgopKS0pHf9uH58tu5o8EppRH22g8qTbtI1XCtei4N9aXFQePOXVVE7s2FhYxcNk2qYbbf3OHb/m+FV7w6g3KEwYpDfU1xUtev+4WW9KR24WAKBYIaXn1C09y4qyipCIePlHl1FyBZ9y1yrOft4Hnu89NdK8uGWOfE7SXa98OafRjWHtIds9uk1itJRCpgb5+kDkiu4TwRpTo7pYn0r/NcE63f5v0eEIgvPP7aLpnUpa8jPjMl8a57Y5aj4bSH+2wbgJ7niNnpTogu5lQQrjoSDddPaLqWAjI5eHmu9o844V14siFNotlw93PbfClj1YoFHtNsYS0vPntC7zkW9cBaLcl9XVBoeDSRk8+mKdZV6475rzP017QojoRMzXT5s5nrPKNh6bRrmaXr3x1gnbLw5hw07iMFRhhSddk/Z/gVooeuzE0Zmj/4UwXCXHVJEbFXGd53gxbIBWU2CuG7cYoWzPsiAiBygd7P1d6OAmFXMhGLGkaTUX2HsPD39bhebKXb3M+qZMfuY+FIAfKM7z2+1Z44BMVt4iylqe8qMlH/nyCVl1SrCSOgoDpgyH/4J/PM3Moot0StBsCqSTlsZhWXfHoV0vkCoZWQyKV4K7ntSiXY1781DOcnT9MWbrPp9nxOTVX5B5TR1qDEpuGNnLMZoQTsRVGOW/9jS/7t1F9r6SJY7OplubaR+aI7BKqVECvbwz2adgrYXV4Wd6Pfva7lHhJ/va8IMD33DiPHmwTx4IolAQ599DXsaNTpWFQqSythkIqjVKOYLpbq9LnOw0PAa0FS+ckng/f/455HvpSkee9okajLnnld67y2FcLrslWRZMvGo7d1eJFr9twJNKGSjQALHHHhVuP3N7hN/7tQR75coHVBZ9jT2nx8jdu8NyXb1Aej9A5QBkKuYin3rbKgcPNJCvmBpeGWpW0A4LI6dDTZnWjyHdb5W8Fonus9BNNRc0Yej09jsKV9daur0VNhi0giwXMerSZE3bR5N37IqiBj/TPcxEjAWEZ85sQWQIh0NYiRK/yq/9BnD5AJa4LrLdHx9om86cH0f1VX5dsrHrc/vQWKws+nY5wnIx8xL2vrfGJ94xRWxMUyxovD69+8yozhyKW5jy63DdlCduCsSlNeUzzP37mIBsrHnEseMV3rvGcl9WYPBJSUoMp89vvDCkEMRqn56H6ZvCI0SbOAbuuZTHQvV+jFkKjbIfo+2mY608A8bJcza/8yq9w8803k8/nuffee/nc5z53OU57USGlRJXLPanNYbLpxUAi5SkrZVTO33n7rSAgJyOwsG8qRAhBq+Wxvh6wthqwtpZjfc1nfS2g2VC0W4r3f2CGdtsfuLTtx+p+jdJycyJA7sHv+YLVJY/ymEZ6ligS7D8ccvSONm995xzHntJCR4L1JY+nvcBVr7QaykVt0uIh4Uru/MDyjPvqLM/5PPPFNb79h5d41os2CNvwrFtPcddtC/ieYdxv8OpXn+vZ+uRnVCBq6Lb1X9qOUH1OiPsbPMTAymj4WF1qm80iIjvherAbAF61BKlzsKvJNQL9JPlhmN5kDKYmzmuMLi3jIqTSQs4KPJE43NYRJlPSZI88CRvGUDcaye7E0PohhvaxBsKOm6f5oiUKBa2m5On31Xny6znKY5rxasSrf3SVV79lhXJV06orlG+545lNGhvOFUi1QFwQSdCsSY7e3qY8pglyhtd97zKveOMKh25u01qx3FVdw0siIlPVNkeP1rqU090k0VIHwez6DvSckHR/D4HH5lL/Uf/W1+EC5pJHRP7oj/6Id7zjHfzar/0a9957L7/8y7/Ma17zGh5++GFmZmYu9ekvKvzxCiDQ9fpgqNVTiFwO2wmH2PEAQ45L+l6K/teCAFUp4Q8TzfYIISwmguOfzPOx+SpLzxLcck+b6mT/k9gpjVorsEZwcq7E+/7O4xlPXeWOu+q7FovdlPbQCTcEgRCW6oTrZVMoae57zYYj9PuWQtkwObPB0+6t88gDRT7yFxMcvKlDHDt1Uz/nhMcEApusynQEk7Mh//BfzPGyb19DSuf0CCwveOUa9zz/K/zh79/C/GqJm2+ruyhQkCZCdn7oO2WP7bdL87Q2cUJ6kZHB2v90u1HH01ikEOSxtJP3JYZCEn5uIa4bxcTzxfVkN6SUBLPTrvQ27OsRI4XTD/c9aLYGbUG3xK1Pr2jYEbE9B0Tk8/jjlfOOhrjzgic0S4/4PPGRKgsHDQeOdbj7efVNjR/7n4UnNMzamHGp8Pe4MBN9/4oj4XhfxpHqx6ZidCQYn46pjGnyBUOhZBgTmgM/0eG137vM5z9c5ckH8wQ5y3pdEeScXIDA+WcKCNtOF+jWp7b433/uLNMHI3TsIraHb+lw+NgiTzxS5KOfnyZ/OI/1IEbgCbuje5Valt1Eg1zkpGcT0nSMTByQ4YXQqCisBYpSDEiv5jH4AkILnWvUblxyR+SXfumX+Mf/+B/zQz/0QwD82q/9Gn/913/Nb/3Wb/HOd77zUp/+osMfL6OqRUyzjY01wlPIYh4shGfmRq9a+sOw/Qala5Ak/uz0llGQsfE23/xtJ5g50KLVVHziQ4d45BuTI7cFmPuix5mPBpgYzn1pnE++t0y+aHjJ6zf4th9Z7qsksXjKcPxUibxvuPlwk33TEWFHkS/o7YM9W7wnpXM04kg4Q6As04cighy0m4KVBcXMoci19BaClaUCv/l/3cKZRwNe871r5IsGhBnoR2O0SKpwHNH15d++lmiA9KnICsvUbMx3fNeT/IefuA0hLO2WTETJLNb0JKa7Pb9wqz1PbKbj9bsuw+HolrEEclCaOTUyQHe1E5OGrntIt3ciUBaJ4YASlKXqGShrqRnNOdNjl9xouN7shlSS/P59mChCNzuOn1V0QoSd5TX3zdmt7eh/L5cjv3/flud9xnPnef5L5vF9w+kTZT7w3qO0miM4JAJEpPn4v9vHE39TJuoIPpWzBDnLgZs7/NBPn+X2Zzb7N8cCdWMZE1AQ0gWLOf9vrBe4KIi1AoSlmLRskBJadYUxTiANH0LP588+cyef+R3DrXe0UAoqkwakoLaMI7QagRVOy0Rr+ObvWWH6YMzSvIdN0rVYCPKGW+5s8tVPNzm3tA8jBZEFX2x9Lf2k9O0wfD/qWlNRXnf/9FipX+HjSO2p+kC/DbLJ+WTyHagIw7SS5ESP7da2liVtqF1jqquX1BEJw5AvfvGLvOtd7+q+JqXkVa96FZ/+9Kc3bd/pdOj0NZDb2Ni4lMM7b0gpkUNRC92Jtg+5StELoaarHCESYaExVM4nbrYxYeh4B6UC0vd441se5Q3fc4JiOe7aoW963Tm+9sAEv/xzz6LTcR+hM2SgHws5/RGJ1RYkaCspVg1RW/B3fzSBNvCdb1sGLIWCJtaSx54o8fpXzzE13cFa9t7lsm+2WZIeD+klStdo2BhobEg6LUUcafycpdmQzB5s89SXxBQOlTg7X+WuZzXorMDSOR8dwdhU3GulbV0kRUhoJiqs6XWDYG3RY3Im5o67N/jAn0zymrcsE8eCnLKIvhWdSAxmuIOx6W4/9Hch8Wj6jUk/UuJaaqyHM0KO827pILhJSQpS4ipqXGRFCZhQHr7QnLwOxYt2wl7tBlxDtsP3kWNDC45hmfZ+DDsi/c6I7zsxQ23Q9SbWGGTgIws5pvaF/OTP3s8td2ygvB6H5PXffYI/+I3b+fu/PbrpVNXfnOOR91eR1pCvaHKBJRdYTj6a55ffcZR3/fqTHL7N3eO0a7QPTHvu27772OMIJLS0dBEDdLlqqQJrHAsq4yEdLDkv5vZnb/DQy25h9uiThLGiWIo5/WSe2rKkUNIUShatBeUxQ6uumJyJ2VhRWN3joggBYVuiY8OLX7vGz/zkDN/97ZAfT+vbRg4VQy8KstWihRH/rqqdH7mp5Uidj2FE1lIRlkOeW7wYeiJqBSE55AnOxPqackYu6UiXlpbQWjM7Ozvw+uzsLHNzc5u2/4Vf+AXGxsa6P0eOHLmUw7uoEDuVm6TfKM9zT2bfRxSL+PunEZ5H+8w88eIyZr2GXt8gPLfAoYkTvOkHnqRQimnWFc26T6PmEgLPfN4yP/F/3N89fDjmwUSM+NJG1wkR0pW5Lc3lyBUtQd7w6fdVadWgVNTEseRzn5vk8IE2+2Y6tNuKVsvrXsdOnIpR7wvoEmC7t0SAjoSTcLfuZkjhqnWCnOGbXnWWsWqblTnF7/7HWf7tD93Mf/rxI/zSOw7zm//2AI99LU91KubU4zmKZUO7IQfPR48cC3DTHR3+8ren8H2NFIZGXdBOIt9djgZO+VX0GZPh69gOgq1XQ72ox+j3BYKmMW4lKSUGOxRZcc5MSSrG9qjuej1gr3YDrm3b0RPF2OKzTiMlid3A91FjY3gzk0Sr64Rn5tBr65iNGvHSCuG5Bd7yg1/h9qeso7V7iDfqPq2WojIW8da3P8wznjsPQGeqTO2Yx63hac79fQ4lDEFS4hpGAm2E66y75PHB/zWV8KIEkbXMx5p9STWh3qMTsulKk8VB2qiyP2hc31B9azdLIMCTmucfO0tw1NKIp3jvnx7kP/74Ef7djxzll95xhP/8z47y3t+dJPVwHr6/iJDQacvu+frH0axLqvs0eT/iSx8sUhIQtiStpuiS3fvHvlWscjd2Q7D1gzeNqo46TrqAWdWGWSW7JOEBm5akfmbUtVXie1W5TO9617tYX1/v/pw6depKD2nXkL5y+d7tyGhC4E2OkT80S/7QLLnpCUwYES8tOdnmfljLwpOW9/w/UzTrCtv1biWdtkccCe559io337pGmPfpTEom9TrhqlsxiT6FsigSnDuZp91SrK96vP9/7eMrXxnjL957kEeOlzh2SyPpTuv2USrhPPR9O4wZfVm2z/po3fvqS0mv/XYMKwt+wv+wrhmUhHzBEASGpz1rlbe9/Wt87q8CPvjHE7SagmIlJshbnnwoz+//5/38+a9P80s/dbQrsezuZ3IuZalMxEzOROQLhvJYzOqCx/0fr9BqKOrrHotnAkdm63NG1Hmop/ZjK4Mi6DkTaWQk3TY14nPaMpY0Sxz1bUlv67i8kBHeOLiWbYcql7Z+M510vt+1G/mDM/jjZeKlVWy9sWlFoIh59/+Y4MkH80Sh09cBMFrSqLm06+u/+zgA9SMF5JE2tzxyEt0SeENN65otQa0mEcryyfeNsdayzMcxj8eutNetyHvY7bd1eLvuJQhnRtP3mzWnigp0+2BJLAVpmMq1+T9/+O+5q/gEf/vrBR78Qgk/MBQrrk/Np943xq/89CH+31+a5SufLieBpMHZli8YJqZjxpM+W55n+OR7x1hb9Gg1JavzAedO+C6VnIxqOGUiNh11a3Tt45Z3SiT9e3q8kd6iR7BuDFIIfCG3JMcanNZI6RpaxFzS1My+fftQSjE/Pz/w+vz8PPv379+0fS6XI5fLbXr9WoE3ViHul28fRhDgFQtOLj7SxGsb0G4Phl7Ble/6llzR8ME/nuC5r6gzc8ilZr7x+SKfen+FM48HFCuaQC3T8SYRYzEH7AonEr7E8FQ3Fuo1DxtbPvhX+6iPO6XGA1OuUiUMe49Ua8XImWaMSOTiu8McgFK9KhVr4MwTAbmiIci7MjprXc8a1VdAgHBtwD/wxxPMn/IxBtaXfZSKKJQMnbZkdcHjj/+7Wx1/7bNlXvDqDerrbppWxuOkiV2ykpDwotet0WkJfvPnZ3njP17hOS+tUaoYOk0Xogk7gi/+fZWHv1xACrjj6S1e+Jo1CtXdUUQHw62bzZBMIh7LxrBPSvLSGRGLpW4089oSIvGS17aCxfFXbjTs1W7AtW07vEJAnAug00dkTcMBSSWdqrhyfqMNcbuDWV3rSQnAAPesOhmxsuDzV783xQ//6wUAamuST7+/yv0fL9FuSmYPh3RkRO2I5Naj59D3g40TJ3/oKxlrQRxBuKb4+rxi4pDbIBjxoBsVFdmKfNkPmQgUAnSaguMP5zlyW4eNFYXRrhKmPNYn4w6gYfGE5G9+dwqjBc26xBiPqf0RuZKl1VZ8/QtlvvaFKkePNQnbrjlns6663LVC0XTFzmIt+Je/eJzf+ncH+M1/t5/Xff8KB25yOkTrK4p80XDq8Tyf++AYy/MeE/tinv+qDW5/RnNLJephiL7fw5Yj/XsujikKQUUqlHCvhtaypjVLVjCVLKC2ClhbnOuZw9LY3bCuOC6pIxIEAc95znP40Ic+xBvf+EbA9Wz50Ic+xNvf/vZLeeorAq9UwBqDXtsYXKUIIAiQ5RLtc4su+rFd5MQYrHYTs9GUfOEjZV73/Wv86f+Y4mN/OYaOXDv75XmfZk3hRWco7K9QuMMgRNouezOscWYiP9YbW5ykM4S03U6TUSghXaQNHMruWHmY2s/PfbjMr/3MIV7zllW+5QeWMQkpbDzttGnBajeZFs74fPyvxvEDV2Vz7njA4lmfiekY3zcEedHlrvzd/5rkmS+qM74vJgoFU/tdlZLWzhFqNwWthuQVb1ojlze85/+Z5gN/PMnETETYksyf9olCSdiS3Y/g4+8d592/uY8f/8VT3PWs1tYX170LvVvTvzpy/3baC2CZTSSy17Rmw/RXw7g9DBaPrUOovWPdWLjR7AZAMDNFuLDi6lctAxUxslLGhiHt0xtJ2HGL70TyhQ7bAs8zfOVTJeobktqq4v/+mQMsnPYRwqICWDjtYxrLVL4U8bLveZwzYwnnaot+mzoW5MqG6nSvcd92kbyRw9vmPbAIKQg78HM/chPrSz7/6ldPUhnThB3JxHTkelMhusKMzZrkk38zwdqyx8RMhBAe9XWPsOMcLSUsvm8w2nLqsTxf+niFF7x6gzgWTM3GFEraRViFI7euLHtMzcT8k39/ht/6hf386v9xkH0HIoK8ZemsotP2qK166Fh0P4IP/Mkkz3n5Bj/282fwc9tHWPujJy5C2mv9kEZIOsYwpRQS6FhDXRtqVhD2xV/jXcSdXJrm2lnEXPLUzDve8Q5+4zd+g9/93d/lwQcf5G1vexuNRqPLhr/e4FdKBIdmUeNjiFIRWS7hz0yjSkXMyhp0Ots7IQl0DKuLPq264qN/McZH3l3lo+8ZQ3nWlbNNaMb3xagAhDaYj2+QU5rCFGBt4nT0YK1zNISC21/SI/UtruXYWPfJ9XXP1SPSMFKB8mAXXCuEgGe9qMG9r9rgE38zxvzpgP1HQg7eFJIKxqZdLmtripUFj1ZD4vkGP7D4OUuhZCiUDZVxzf4jEZVxzbf8gxWEgt/+xf10WpLpgy4SIoRFKUc6Wzwb0Njw6LQFz39VjbGpmGZNcebxPOdOBsydzDF/KkDlDGMzMbmypjwRsTzn89/eeYSVxd355umKJLS264BYHJFMCkExKWXMCcmE8jjkeQyv1+s7kXCA2i62uR5xo9kNKV1Vjb9/BlkuIUpF1FgV78A0ptV2DTfjeEe7AdDckNTWPFYXfD7wR+P83n+cYf6UT2UyZmyfZmwypjJp0QVF+RurnP4zn+C5AV7eEDY3PxJM7NI6t79oHdVXcDPq+zsqwjfssG8N1yH7x/7dWeIY3vcHUyjPcuiWTtLUrueE6FiwuuizuujiikpCqeKiG2OTMb5vmT4Qsm9/xOR0xD945zy/959n+cqnS4xPxRQrGkSigyQEaysetWXJ8pxHdULzgm/ewFrB4tmAM0/kWDiT5/hDBdaWPManIwrVmHw1xvMNn/nbMf7kV3cuKe+/fo0l6toOiK3FWEtOSvJC4gtBSSpmPJ+ZIXnXmnXbb/XwVskCZn2LBenViEtevvs93/M9LC4u8jM/8zPMzc3xzGc+k/e///2biGjXE6SUyLGeMqoxBr24vLn8blewLJ3z+ZNfcQ3wqhMuPOkpJw7WbPqgDCaynP2o4tirIh78Ux8TDbWyTx78s081lMbda74Xc8fRBlEk8HxDuRzRaChygd37MIeQK1re9m/PUa85Rdeg7ylsjOtxs7GiWF30CHIuNBvHEiE0pap2KoqJGr5NIjH7j3Z4848t8Es/dYRf/pdH+NnfehKB0x9oNRTNuuymlVoNydRszF3PavDZD44B0Kr1wrwmlrRjSycUxFpRnoxZnvf55F+P84a3Lu3yk3GplrQgSlvY53kD5NN03egJwWFP8WicfBDAkoGKtPiiV3EAvdVSxxpWb7yACHBj2g0AFfioqfHu3+HqRq/j7lbtIYZgrUAKg7Xwt38wgbVQmdAoRVfeaL2Zw5YEuU7Mmb/2ue01glvf1ODRPy7T3lD4efdQjyOJjiTjBzu8+id6ROECOqn2ctUj/ZoYgxgienZN4OgvtpSWI7d1+B8ffJRm3VW8iD5jZAx0mpLlOZ9OS5IrGKx1mkieb5k55FK6SUYLHbvy3Zd/2wq33NnkP7ztKD/+y/O89FVLtFsSHQvqNUXUcZFJqSAKBffc2+QvftN2j11PGnGC49w1W84NKOQtfs7w9++Z4NveukRlYmsp//6IUNsY2liUdXIAk8pDCjFUiecclapUTNuYRZNGUiWrWrPP85ADtoZufHVVa64yCui2uCwjffvb386JEyfodDp89rOf5d57770cp71qoDf6CGWCXa1qwOlnCAkT0xGNdZXkMi2eZzFGsLyQc1/uRO21uSAp7Tfsf1qMKiQ5EgNYgcoLjj4v5plvcJ1AZyZafPcbzvLilywxM+teC3KGicmIUiXe2RHZzSUIKFcNng+dtqC2LqivO87H6cdyrC76gMvb3vmsJmFbYozLBUvp2m1jBe2GpFjRvPCb16lORvzoz55Fx2CtpL7hsbIQ0Kw7Sfh80XUS1tqlXoK87XYCbjclQlgq4zHlcU0pMEyMG3KBodEQGA33f2Jnaf1eblcwoTzGpMeE8pj2vC2JaxrncEz0tfCOkZyKNR1rEEk1giO3ClrGcDI2N7Sw2Y1uNwBMM0kV7lES3mhBqWow2n3v/cDNA6UszbbHapQnF8R4eUNzThGfNBx8Y8gdr1gjV9HEHUHUcX2dbn/RGj/0G48xdSQGLIeU5WbfY0yq7oreQ+AzrMeznRHZ3sAoz1IZN8m8hflTHs26YP6Uz5knA9otiRBw17Ob+DlDO+F/FUoGrV0FnbUuSvqi161RKhue/oIG3/4jK6yEedp4bNQ9NlY9TCwoVDWFJGUdJ86L59Mr79WunHhiOiYILJMTmmrFuKbq2lJfUzz8wDak46ErzkvFhPSoSo9ZzycnxEjyafrKuFT0W5ZFK1nWcSIJ37MdBljWMYvXUOkuZL1mLgtMWhEj6GmJ7BI6ltTWfSxuQgA06or1lYB2Ww18u8M6fOFX8pjIdpcewoOpWzTPfFOHtG9f3o959TctUKlGNFse1kCxqFFSb1JQ3BJ7iJgI4SpxGutOP6FU1ZhELTU91ou/dY0nvpFnZcFnfCp2KywDjUSe+W0/f5aDN4dYA7c8pcW/+m8n8TxLeczg5ZwiY7shuqRYzzdEoeDRrxQwxuXMpbIUK5bJ2bhbeaOUpViEXM6yHknicC+hINsvcIif3JREnX4kilKy2rdTG8njsaUiYorJqWvG0qRX7ZDhBkaqMbLHFJ21gmZdkctrjBaEiUBgfcNjrVbAlHA2QgMWzv225eFHJojbyXfYt8ze2uBb//Upjj0n7B53RlrGpIcT3Urd8dH9eUf2oBr4exf1JkYgpUudlKpJ1YzsmdGZwxHPfmmNz3+oShxbqmMaawRaQ7Pm8b3/dJ5v+YEV/JyzJz/wz+Y4t5SnkI/xD1sCYei0FOsLLsJitMDz4eQjAesrHuWqRgin9Dp9MCTI2+51BIElCCy5nKC24iIlu4FjkNlNZf5pD6pNtwCLJyDAJlwRhwUjWTKaCQGegNjCquWaXLxkjsjlQJcBf367N9add9BuKk49UewJjqXyA8msjBqm97oAtMWGsPSQ5IP/scDEUXja69o884U1ypWYZtPDWkGxGJPP64vXg2sIIsnFlsc0ynORl4M3R6zMebTbkiCwPOOFDX7wX8zx2794gNq6wiQksjue0eQdv3SK8X3OIAvpctaFksHPaQSCsCOpbUiiMCmVVZaxKc2px3Lk8oYfetdZbrqjw1/8P1N89D0TmKQDsRQu32xtUvFjBEfvbqVZrB3Xc8OM9xT9JLRd3iFqVmRN8DKMxnlOTB0JmpEz8Ytnclgh3fc96H1b46ZAx4KlLwd4gSEoaeK2pFNXHP9SlV97y1M4fE+d53/PIvd+zxrjUg08RL0tnBAQF6UNl0hs2aGbQ3J5y/TBiI1Vw/qyDxYKZcM//OdzhB3J1z9XYnXR6SBJZflH/+YcL/22NbwB/TjL5L4OvrD4wtBsSJZOB2jtmoAWyq4D1Oc+WOGV37HKS16/ThTCL/7YTUShxM/pAYXm9D7nCoaDt7a27N7tzrx1tUz6e7tFzCgYJMuW8362XC3IHJHLAFUsEjea521Q+qEjgL6lhk3ICemhPRBWOFGzgR1h9Un41G8X+JZXhghpCQKXB87ldOIn7WKFcp4w1qVN0uMHOUN5IqZkJHEkOPloji99vMwPv+sM+RIsnAnIFwwv+pY1CqXBMUkFrZZCBU4HIF/QmMjS6Qg835IvGjZWPWqriv/9584ihFNnfPV3r/LZD4zRqkkqk07CXiTd1TdWPAolwyvftLqtE6LptftOQ6GQ8FgYJOaNupNNM9xfM0OGbRD40O7svN0OMBrHF+uzG7Zp0ZHAashXNcq3tGuKsJl8P4Xr23Lm6yX+6j8UaJzJc/e/WgTsgMbF9tUwFw4pca0fcMMvVQxSxmAdF+xTf1tlfDLm3/zGcU4/midsS266q8VTn9ccVMSXTsQwVKLHZ4kl+YJLAeWLzgl59CsFXvXmVSZnNHEkyBU09756g4+8e4JCySBSqQDh0jjNmuK531Tj6K0ucjTqflgGHRFF2sWmZznSMQ0vYiROeyi8pHf5yiJzRC4DvGKOWKleQ7zzxXDDK+24BUIJbGxBJdUbW7VnlFAsRHgiJp8zkDcDh9tr2mgvcHX64FZKrsplfdnjz35thnMnfFbmA/7Vfz/J7NGQytjOKaJCydJuKaSw3P+JMrOHQirjmjiSfPQvx4ja8MrvXqXVkDQ3FOVxzW1Pa/OWf7rAH/7XGVbmfPxEvCnqONLb9/2zeY7dtb3RF0P/Vn1/bXf3UiGz1Wssd5vhysKrVogvgiOStKJNmOIa1TBQgsI+TWtRogJL3JbOCUmVTUm0PZKAbuNkAd1x5PN+7CmZuWe+vk2ioAIh3bj8wPI3/3OMhx8o8vXPl3jJt67z5rcvkC9q7t6h/N7LgSdc6U2jrvj831e461lNlHKLn898sMK9r9xg+mDMyryH0YKxyYjv/afznH48z2NfKyCEE2WMI4HWgpvubPND7zy7J0ZMvzZ0v5MybEPS/dbNtUU+3SsyR+QyQZZLmLX1Cz/O5Dim0YRYY31FfKTATHGd1S+zY8rVCwzv+C+nuOn2NiZhlacQgoF+LOeLrgbT0JwRgm7PC5tsd+hYyLmTAScfKfDOXz3OzXe1XdpkF+MIci48q4TkgY+X+Zv/OUWxoum0JH7O8vO/9wQCiNrSjUU4wuprv3eFo7e1+fC7J/j65xy57KmvrPGq71rlrmfvLP8zXBXQX+nSvzp0bdFtN3AdW8uZOCaLhmTYC7xinthTg+Jl54MgQPoeptOBnE/rjjLTb47I/UGTzoqbrGFSCTLoKDhuxXNeXuOH3jk30HT8fHA+6Rqlem6+tc4+3HNvgz/8r/u57elNvv8nF/AD1yAvHfMo98gCvmdQLcnyaoCJBf/tXx3GWvBzhk5b8NI3bDB7KKa+LpGKrj2qTmre+avH+dh7J/jYX46zPOcxc0jz0jes8fJvX922WqZ77SPGM+p11Wc7LFAzmgVz/UZDIHNELhu8aolwozYkdNaXXtkNhBNNkxX3AK0dKtG5KSY/v9GtxtnuUM9/RZ27n91kY1WRKxpy+d1HQPoFH7cd4jbvDzgn1oVKX/u9K4RtydNf6JwAf4fndKq+qCOIEw7w6qITGaqtuq/z+FSH6QMRnVZPQt33e9f6lOc1ecrzmsl7Fy7zPhx2jaylbQ2BkBgMDWNYNhBlTkiG84AslwcXMXu1G4CQkiApC+5Mlam/rMrMU09SnNasP+aBdVGHEXsipeH1P7BCoWhYX1YUirthMfQ5Axecu7HIIS2NI7d3eM33LvMtP7BMsaK7PK/e431zbMEmLzcWFX5gqdclnZbAWEG7JcEKDhxxaes4Ut3oTWq3ShXD675vmdd93/JFSUcN2w4L1I3GE046P7SadWNYsz0RxOsVmSNymSClRFUr6I0NlwI5n6WB5yP7nuYWQMDkPZr5j0tM1H11JO591TpCWKIw0dvYJR8kFREyxj38c4Xth7+rS0tCv6/4jjWMSYzIDrPbRZZdiDZsw9hkzPqKxxc/Vh3YLuy4yhkhe45ZoTTaeF6M6T18jLrRnDH9iqnXb0g1w6WHVy0RNpsQnWdqVwhkYVBOz3gClOWWV9WZ+0wOPaLiI507N93V5uitHeobqi/qsBs4mQEsRKGLuAbB4Pt7OVZyMYDjm/2jnz63p/0FIrFhglLF8NmPVECCjdK0jyXspCRbi45d2fOoCO3Fcgv6j2OBE7rfLRlM/l7PyCzkZYQ/XkFVq3TraFPsplGBEKjKYJ16KpynAth/j97eA1BQnYjRWuAHrhzNJKV7w4ijwcBNWvBjjCC/gxPSv89uIASooSZ2w13P+7eVCVHMCxyR7o9/dZZWY/B+rq/4PPqVAkHOorVzQvKFy0MrN+yN9Z4hw06QUhLMTEMuGJx8UqRhgO3heahSofunURLjgedpjr26yb5jbcKm6jru6cIDK1C+YWxfjFROzbRQ3r4ebPi7L6QFCcrvd0IupMzDcr77C5xtq05oTj+R40N/PkG+pN11Gxcx+fKnyk4i37ddDafLVZJi2Vot9XrHjXrdVwz+eIXg4CxqcgI5VkVNTuAdmIH89g27RKWEP+SI9BfO3f6KDoeeHSP9ER+pAgTMnQxQylKdiFwaYYuIn+e5fjOPP1rgzKk8cSSJI+l60OxyKbCnAqGhZUHKqRs1/9NQaZC3/P4v7efD756k2zM8PYQRvOe39xF2JDOHImYOhxellHA3kDjZ9wwZLiakJ8nvnybYP40aq6LGqvizM6ipie0XMkrhT08ORFJTCPc23/SLK9x83wZBwVWN2KT/lJ/XFMdiluZcy4Ri2akebzeV0u9/w+iuzogVxvHDLsgBuRiwBDlYPOvxX//1QWrrCi9vKVTjhL8meOhLJb7y6TKVccPs4c5Ao71LPjoL5jpPwWyFzBG5ApBS4leKBOMVpO8Rzy+5zpuj4Puo2Wlyk+PbHtMIuPXVIS//yXWOvSRG5UXvAW8ALfjE+8bxAkt53HQZ6MMLDGOg0VBEkeD48QrjEzGdjqTdUvi53adyzns6DZXbDRcKGeM0nnI5y5t+ZLH3pkxCK8kOX/lMhcceKrtuv4pNA7J9/7/Y6BFaLRNCc7OC2z3BrR7MSoOXxUwynCdk4OOPV/DHK+h6A720PNrrlwJRTvpeBf7m9/u2C/Zbvvm/LfKjf/Yg937vPKXJCD+pqGvXPeaO53n8G3kmZ2Kk3HrOpNHAqEu17Al07dYeXOiM3G7/lCNy810dnnlfrfu6n7eUpiIKYxHKN3zmU3ny1Zhi+fLO0/7igQDDAWW4zXO24yZlGRNbrM6uA2QckUsA3YmwcYxQCpUPttzOGEO0vNpTTxxWygFkoYBf2EV7c2lRwuL5gjtfFnH7SyNOfsnj7FcD4hByJUv+FsnKSo7D5dbmCEHilIQdSbutKBU1T3vaOsozeMIpCO4pqrCHbZNmtV210/6W4JDwU6xItrHd23TsrjZv/OF5/uK3ZgZPKAReOeC//fq92MqXeP6zFrHG0tY+NTwmci0Kl9AFryjJYmy5SUFR+smttQgkOSWpSsupWNPO1gEZ+mCMwbRd912ZzyHV1t+PqNZwjfBSDNsOIfEnxkZGQlJYkvSuhKmgTuVW+K7/cJbX/dQcn/z9Kc4+WERKuOnZdfbdt4JQ3rbTOk3a5NPaX2xXbXi32HnrvsjnAIF+tMPT/9gWuOv1PHjLP1nigU9VWFv2uscwWpArGZ731kUe1zG3S9VdVKS9oBRbCbhdOASuBUSE4JBSKCFIO1D5QlGUUDaaM10eyfWDzBG5iIgbLeL1GqSS7kDke6hKBb9S3LS9brR62iJi8EEKgDGYZhMzXt7WoLhdBJ7UyOQjlQJufk7Mzc8ZJLj9+fsO8MbXzHHTsWayo/tlLYShoNn0SJmk1bGYXM7sOa1xPttHkUh66UCzIfB9yBUG4xZSDTlDAt76L85RndT8/n/ej01L3JTkwNMV51SOD33tCM+4e4VaK2CNArlKmMQjLv7KIj1iIAQHpKEkRzfA84XgkOek3a83g5Jh7zDGEK2sY1vtvp5UApHP4U9NjHRIdK3PCRm2HUnoMF6vE0xWN+07AAHFfAdf9DRBS1OGb/5niwObRUhORxGHfH+T+2zpPajdIQVbZH0vEINHFMLdrih0suxRRzgeW9F0G9QN7+VeF0xMad71/z/Fr/zsAZ74eoGoI1EKnvMdCxy4MyRG0jaWghxuRHdpUZCSaSFR2zTAa5uY5Wuos+5ukC3JLhLiepN4eXXACQEgitGra0S1zRoVptXe/qBCgNbYcGe2vBJmV766tR7vfv9hlpd8osg1o2s1XT+bes3vq6axBDnds3GXeC56ntMr0Nq13l5d6PnIjhfSl0rqg/Qsr33LMi//9lVH6C35HL43R0OMEY5LvnJmnHNzBfJFTaHYIS9CipfoW59GPgAqiRT2qNtmsARCUhGXz8BluDphjCFcWMY2mpsY4rbVJpxfxGizaZ+RC5gUyWsm3EEITQDSMhXUdzXWdRTzcZw4HknGF6c2nI7QlbBfWEn81oPdDCl7EdRmXXHuREDYFt3tR+/lcsfTB0J+9F/PuWZ2hzq84p+c4dt+utdheMU49ypVUr6URbRpdjyH69Q9yvlJly3j20TKrlVkEZGLhHi9NlpsI6Gh6/UNVKkwOrKxQwhhK+5j/2POkwaJhzYQNSEoDeYch/HIw1We9aw1mi2VOB89+L5N+rC4Ej83xm2HeGFI6/U9aNUFSrpVTr8KY/cWDY3DD2B8X8wPvnOeJ1cOEJRcFcFcI0dctNxUWubdH7mDt7z5EQ5Xa6i+MO7FRiJCTcdo8okjMgoWZ9TKgqy/zA0O3Wj1+GHDdsBaiGLitY2uBkjfm9sfeJe9raR0PVfyUtJpuH4rfmHr7Vct7EuqO0YxKGSyHLo4sb5drIKsa1ypNXRartolbEtyBU2vDHb0jsWq5dZ72vz8ex+iPaW7qeEU61YwbgxlqfacYtorTHLHdvrI3CJGINHXZHO7rZA5IhcB8VYplvTvRI49Wl5DFQvIQg4pJcL3XTh2O91jKZG5nT+m+YcCHv94juay6KoPjh223PMtbYrjm7/eX324yrFjDcYnIsJQJqkRyOUMUlpaLde5U3l75IYksAY6bTBGIqUhvzkz1VNhTZ0NXM8X53gJ2k2xqc/MMIx23JKZAx1e8ooFPvvZAyxtVAmnJBNjdZ5x0yrf9NIVivmQtlGU1KVjwadmoZC0R79+qWUZLhZ0vbn1/E9yD6bZIvI8VCGHDBItIeW56Ouo/dLO2/5ou9Ev0ulZzcd/bYav/tUU63OOzzZzW5Pnv3mJ533X+uZ9kaxqzZTykEORkLRPitw2GrEz4kjQSRSRc3mzScxsoKQfN/+jlqBRk/gBbKxJKuM6GcDWzojApWqOHbQ8FA27TpabFRS7C4pLxw1JuScWl5pJ4zk3ku24flyqKwizk9BQ8sS1jSbx0grh2QWi9TpetTySoNr/t8jnduSHrD4o+Opf5GkspPX/YKKkyd1vFWmsbJ5CzY7P+z64n1MnCkhhKZY0hYIGC82GIp/XBIHpdfrdA6yF+dMBZ4/nWV1USOXGFcdO2Mj20uC9pZOAdlPSrLuJ7/mWKBTdLrxbQaqeHb/3PpfX3lAuGnJ7ZZ6XPHeNUj5iOcoTyC2EU3Z7XbvYpr9zr0LgIbqh3RTpZddvJEuTYTRM/2QYQre9q0avrRPOLdKeW8REMbKQ7y1yhvdJJoRXLW99XgHWWj72b6f56P84yNKJnOvMa+DM10v85c8f5W/+08zIXReMZCmO0dZ9xxWi64RYe2EPlU5bcuqxPAunA3Sc0F00RB26fw8Iyya3YGnOB+t4ZvmSpd3aRZo6+a0Skmg/poWlKFWX43WhjsF29Tf9cZ+UDOsltmP4XjrFVXtdRUMgc0QuCsR2OTsz4isYx+j1dXStiRqvDs6srogG4Hv425btCtCWMx+UrtGdApH+eICEuGV54D2jY63rjYC//shB/vy9h/j7v9/H4nwOIQ3FkgtTCpn0h9kjrHHGozymmZyJ8QN3LM8D36drPJzioqC+LokjtxKanI2Y2KfJFSyPf73IyoKis5VRSVM6woktzRxso/JQPdTm8PQazzy2xuREi0boTtpjv+ziGka8tr2Uk8NwHlkkr/XXGzhjYqhdZ4SzDOeBIQ2cLobV/NLXOiHhwrJr85AqhHVVyHohRlmtbF+2C+jPhDz+d2WkZyhUNX7B4BcM+YrGGMFn/2CWE1/Kj9x30UoeizVn4phVHXcjIWl087weLFYQRwLPs0zOROSLrvReKvCCnnZbKrjW3JBEIYRtKFc1k7Mx1UlN1BF840tFGrXR5jdFvwNQkRIPQ5DEMauq1x5iT5cw4rXUkdkJw/csXcykEaZUq3ntQhv+XIXIUjMXAapUQK9tuDLcfqMyPAv6jY6x6HqN4OAsQnnoWh3bSchlSiELebzx6rYlfAD+YzVMxy1DxJBBE9Klaerz0NqAwhYE+pWNHMcON5ie7RCFEpE06vT83kpgL+kZIaFQ1lTGHdnVGlc2J5OntKBnY/3AYgzc//Ey7/t/p7j5rjZRKHnwgTK5fMxP/ZdTrC17zB6OtjyfBTqhIJc3/PTPfBE/MN3IjpQGbdw9NOzuCx8nwVhvKBw7HNnYbjyw2SHxkvBrZC2n416VQoYbFzKfx0TRUHpmyAnptxvWQhxjNuoEs1PE63VMs9WTAAgCvGoZr7QN0SNB+KEOKhbki4OPTyEgV9K0Nzw+84dT3PTsMyP3N0hq1jCrVDciIhCc9zc7IaXvOxgRJDomadO5YdK8kJArGurrHr//X2ZQynHFNtYlD3y6zA++Y56w4+EFMblt1A/SKy9Kye3JoLUFTwxy8JLhbQtH3rXduZ5iL/dilO1wMkjOdqwbzfJ12ME7c0QuAqSUyGLB1fVv1R2u35ikv7VBN1r4lRJecRdaISOgVhzRTWzFTBVOvnj5pOLw00Z70kIY7ryzjlKWoOzEzrrvyYFo7+5gYWxSd4M7/dmn4VsgEtb77/+XWdoNxYGbQyrjmjuf0WDpnFvRjU/FWMMmMlk6W+MI8jmDlJDPa6JYoqRharqDUpZGHBESoK2AHSpV0vDoxUCaderPPq/qmHnDdRdazXB+8MbKro+M1j3bsZ0yb8obaXec9PtEFSZ2KNHdAua4Jgi24E8kpO7lE6MjIikmhKvygMGH7/nAWpJGnJY4dhEQA9BnQ/ptkOfBqcdyfPBPJnj+K2tMTMfMHIy4/WktwrYkCAy5HUQYNTZZcPQqVZRIu2cPliVvO3bY5IBcCIZth7aWs1pTuw6dEMgckYuGYGqcjrXYZmswvQLbPsFtdGFhNutB2nV3OCLSD2+bKO1YKaI6FuL5icJGH5vNYLeMHo8eUOJwSMdTkdLdCiEgjBwr3/Pddq2mYGNFkStYfuhd8xy8qUOQT5Mngk4HCiW9o6Krn7TgaLUEjaaHFBaNQseC6njEVLlNreXh76Jc9mImS8SI3+NKYdHMZeKqGQCpJP70FNHSSo/w3o9Rky8p679gBAJb224DgQq2/6IWpOhyomD0in630Nq14UqjIOnCJQrdb89z9iSOobGhCNuC/UdC/tOfPsH0obRthcVaQdhxfXF2Quo46D6HI334S3rpkJ2w1+sdpsZudaz0354Q7FeKONa0rsNFzPV3RVcQuX0TBAdmkJUyA/HAbZ7k2/JLdoH4prIjSZgtvtbGNcWbvn1rwyWExU9WRnboOP1/a711DxjbZ4F60uyCjVWVHMftZ7TLA2sNi2cCoo6iUDLc/ewGOhYsnfNYmQ9YX1WMTWryRSdytika0nfe9NZ6ip6QkQBtJM2Wj5KGw4U63gV4GXvNFQ/y73uQwITymBKZJ5LBQeV88odm8aYmEMVijwyxHX9kN40yd4D3XA8Ti5EBGBO7uXTLvdt6KgRbcK92y8Xqh0pTtxJ0JKitpaQQgTWCKHR2o7GhWJ73sQKm9kccONZhbdljecFjfcXDYpk+GG0rRz+M4bvcr6R6oRHS3Y5i1Hb9r/lCcNhTyOuwRUQWEbnIkL5HMDnmhIrOzPdCriO0RVAKVR5R17oH6Jk8+WlBe964h71wkRFrrXNOhGD2bs12/k656DpMCrH9pIkjiR8YjE1KboeWP6lBS7v6nj3hEbYVxYpBJW22lUe3rfb0wYiw4xrYNWuSVlNRqFjyZafmmstvXTocR/DgF0usLHiUxzRPeW6DfNFSyMd02r3mMhu1gGIxIqcubPIKGJn7HrWyGXZCBlc4AgXMeB6rUZylaDJ04ZWLeOUi4eoGZmMLByAtzd2hSeZuEHxzHvnxDToriqCku/PSRNBpKqozEff9wPK2x9jtt3e7CEB3m5SEWpfMnwwoVTVMOGMiFV3iannMpX0LZUeqX1vy8HzLvmMd/JxBis3VJv1YnvN4+IESOhbcdGeLI7d3uhyX/vH2OuZcODbbgc0Yfq1/nzTqlBOCQ0pw6jrjq2aOyCWClBJZLjmDMor9LgSyVNyRjLob3PJdmsd/X9KpAaan5ykkTB6zPO1btlZYPDLb4PnPXnNRB+Fk1K1Jh+y8jdQZ6IQglcD3e1GHFGkloRA9iYNcwYkMteqS6qR2EYmUq2sgVzAUykmk2UBpzODn3D5RG0zoMzEdoTzn3Kjk2/rFj5b5g1+eZf5UQBwJpLJMzcZ8x/+2yMu+bY0gMDTqHsZKyqUQAdQjn4q/NeF1N9iN8dju/X6/TQE3K8kT12HfiAwXBq9aJmwm2kSjwhVK4o9VLvg88ojHy392gY/+9DTtmucWLwiEtIztD3nzfzpBaWL00kRimJEQyKRXC5sXMf3pmpSLse14lOOzecqFTxt1yT4LQX4zWbUyoVGJLEB5QlOsxlgrWFsI6DQkk9MxhbLp2iQhXEnv//tL+/nk+8Zo1ZXjpBQMT3lugx/+1+eYPhgNqMSm1SoXOkNH3Zvd7pei33ZUpWLMxKxfR3yRzBG5hAgmqoQWTKMxyBlJnJRgcuyCzyHamsUvKIr7DEEZTOzCGkHZcut9bfbdvHUk4Gm3rfGCe1dclQk9R0J0y+TswOu5wKLUDlMqmbW+DzOHIsYmo25utx86djX/qYGpjhuk1DRrklI5pjhr8ALr0jkGFs/6zByO+OpnSvz3f32YdlMyNhHj55zeyMqCx2//hwMIAS//9jX8ICIKXdkfQMHbWSZ/J4wyRhow1qJEymvfeQWVGra8lFRMnJXxZhiAVJJgZopwcWVzywjfw5+cQG4hVrYX6OMxy48H3PVNq7TWXZpGenDseTVe8JaVLRVWPQw3eZKckDuu8lPsNr0hpCVfEtx0ZwcdC5S3OZisdboYsggJE1MxzZagXfMolw1T++Iuyb7dEIQdtxD6lX9zmC98uEq+aJicjRAC2g3J/Z+o8J9+wuf/+PXjVCb0yDLaC8WoaEea/pHpgm8L2zHK4u5TkvULN2lXDTJH5BIjmKxixsroWgOrNSiFVyldlEiId2KJ4LOrLGo7UNY2dsTy3Le0tk3HTFQ6PP/5q0hlqdcVFWk3MeiH0yKO0Z5gBCstbULVVUoVkC+OXtT5ge2GYaNQcPZ4wKlHc7zk9RsESaM9kURQFJAvGpo1wZ/92gythmTf/qjHDfEtkzMxKwsef/5/T3Pfa9YJ8rZLYrVsX4hwPkgPF1tLbC0FIYiTdySbDW//6ftXSGNSULvOwqwZLhzS98gfnCFuhZiWI8DLQh6vuH0Vy64Qx4y/93Gacxt8oTMFsXMAKtMhb/zZk9z5sua2u+9XgpyQI0tVR2HvD3JHaE9J7QPHkknJv05SMgr+7o8meeFr19l/JHR2o6+Ld65gqa0JvvqZEg98vEJ5TJMv9hZehbLBzxtOPZrno385wet/cOmSxydT/sx6rBnzvL7KHLtJMmCr/QMhyHP9dPC+Pq7iKodUEn+8QjA1TjBeuShOSLi2gTqzjNDGaYh4ApJVwNoJwRf+cHsdgbtvrREEhlarx6fYDpuEgfqp8n3YrpWO0T3KTKshOfNEjrmTAc2aZPZQxLNe0qCxIVlf9jaRU8f3aeZPBxx/OE9lTI/kjlQnNMtzHl//fGngvAJ2VTGzW6SrGYPFF4K8HMwvj+LzCgZvWfp+NgEzbAevEBBMjhFMjV8UJ8QYg3jsLIVH10BCYTImX43xcob1uRx//M5jnPnq1vwThaEs5S6LWi8UFoRLv+jY2SBjYGXe4+SjeTaWfayFZ76kRmVMs3AmIArFAMdXeTB9KOYLH6kQhaLrhEAfyd1zaaFP/M2FR6h3gmsWmHTSVWpT2mZUs7th25H2pVGX5TO4PMjs4DUIY0xXs8RK0dUQEVK4tIqAtZOC+ghp9xSTk2GXB6KUxfPsgJRBirQS+WKsElLCWdQRzJ8KiBIVRc+z5IuafMFQW1O0moNfy3RMrYZCx3TLjFP0jI5Fa0F9XV2E0Y5GuprpSVsPqh+m2G3r8Og6MiYZrn7ojQai0cLkPURR9OaOb8mXY1rrio/+1mhpd4B8n2gZsOl7f/FhEdKiPIuUlpV5VxkjlXtNKcvBm0LCjqDdlIMtKZKaACmgtuptK0Hg+Zb1lUubIEgVVrsy7gmptt/aWbaXg4c0omrpXEfcsswRuQZhWh3H7uzVyQ5CWKyxPPmZYMtjaC26JK5CQXfbaQNdF90m5bZpNU4/RilQ7xa1NYUxiXy8sOQKliiUhKFAShib0Ju0nayFiX2x667ZGf21jULXfXNi5tIlTwWjJ82wjPtOSI+xkqVlMlxG6LZrsmn9zd9ioVxk4InPbi2Q1p+R3WouDG97saBjQWNDOVslcNy2hCTfqityBUOuYHs2o2/fydlo2xRtFEqmD4YXecSDGG7/kEIllXS7hULQNIb4Onp8Xz9XcgPBbtdAAboRkqi99YPx9NkCYKlUI4Jc0sC+j5cBo6Mj3XOI0T7QbtBpCUpVzb4DIYeOhRTKmjh2YmfGCHLFpNleX9WzEHDgppC7nt2ksaG6jfP6x7ax4nHgppC7n9M4v4FdIATgJ6ud4ZWi7ftJEVlLJ5uCGS4nzPbugVQQd8Sm+ZWiiSS2ttvQcStcijhf2HEVcuP7ImaPhANtH7R2PDIhLHrEOuT5r9oglzM0a5vnW9hxtualb1i/BKPeHWTf/RxFbO23HRao7/AMuNaQWcFrENLfvpmVNe4JXp7aern9yHHXmdP3bY//MfSk7NawSxdBuViYORQxczCiUHI54KgjKVU11QlNvqQHRMlg0Bn5nrcvML4vZmnOp1l3zfLaTcnSOZ9CWfP9Pznf1YO6UhgmnKU54fQn5Zhkky/D5YZQSe52i9CAjgSlyXhLAUEQNIzeU1LgYvFJgrzl0LGQsSmNF9jEJlkKJcPs4QgvadDZLwefLqzueEaLl79pjXZTsbroEXacQNrGqmJ9xePu5zZ48beuXpRxni9S4m8/jyytsEt/Uv6Zf76rwKsUWdXMNQiVD4j8RKzDygEX2gmZgfTh2H1b62ZUSxHGCHScsMxHFMu7191D1Bgu+AHfFVyT0KhJoo6k1XB5Xc83zB6JmD7gxixVL8Ta35fmlqe0+Zf/7SR/+j+m+cYXStSaHsqz3PXsJt/5vy1yzwuuTDRkFFL9hPR3PyQ754IzZLjYUJUiZjVCtmMYkiLRkZtod79ibdtjeEKMMhcDGCRlX5yHppSOX9ZqCMK2ot2SSdQ0olQxSCWcfenzs9J/S2n5h//iHNMHIj7wxxOsLDiia7FieMV3LPNdb1sgX7jyfK10oWKxbLWMVH0cnesFmSNyjUKOjWFWVxHaJJPOdl1oIQU3vyBiu8DJ7L4OUsL6mk8QWLzAEPhmwCkRIuntEIGX6IcY4xRW03TOXpCusoSElQW/2/JbCHfMlUXF+D4Ndnunxzkjp5g7GbCy4FEZ1xy+tXPeqaJRGFGdvCukdyWyrqJmK9MmEDStPo8zXBoshkWana05RRmuD3jFAqEvYX0Ns2qICwIbQhwJrJbM3NbklW+f3/YYOSEHNDCGq8GGo4FpKfv5zqkUQljaTcnKQoAQTm1VACsLHn4QOtXmEbS5NMKqFLz+B5f45rcsc+KRPCYWHDzWoTJ+8Yhaw2X6e0GMRSLQ1rJlD1Ock1K7zjyRzBG5VlHKER44hHdmEbXWxiaiWEEFbr434pZ7t1cR7e8NY6wg7ChaTYXvW4LAIJWTZF9ZDAjymkpVE4WCVssjjiVlGxEEzgmSu4yUpJ14pYSZQ6HrNRP1Zly04hHkXG+Z8tjOM23/0ZD9Ry8Nwex8jaVJjEmcRJI8ITZFQ9yKxrJylaiqzkclGlHAmcVJyk/G3Hn45JUeUoZLhFAIzNFp1meqzBw/gT4rsJEgV9Tc/uJV3vBvzlCo7D4y0F+2njolFifypwFP9CpB0hTlhXSorU5qojCmtuYRd02cYHXJo1QxlKq2l9rdAkHOcvs9rfMew3Y43yvrz4o3jKGqFLJP5TU9tkRQN9ePfkiKzBG5TNBhRLxew3Y6jjCmlBMoGtu7rkhsLCYAJvK07jnIs0uP4y+EFKuWyaO7c5XnlgKkNIxP9K0GLIShpF73yOc1rabij/7yMJ6EH/iekyjP4HkWKQztlsLzLVKknX83nyMt/R0V3cgXLYdu6dDYSEKsQL6gKY+bixrZGBrRrrYYRRbbzZD6jUnTGuracsjzum3SU2gsc1dRF83FsMhHFu6GkzkOhwtXejgZhhDVGuhao9dx1/fwKmW80vZaQaOgcwIUtO+Zovz2VV7feYzyeovDT2tTGNtlybk15MTgpO5PQyoEa1ZzTksOKMNkIgMvEdjk4Xoh3/yp/RHlcU1jQ6EjgfQslfGYYIcu3ZcaF7Ks0AlnzGA5ZyxWaKpSDggjWqBlDKevkgXMxUTmiFwGxM0O8fLKoCpYFGHimLDdJpid3pMzYiTgWWTy2MuNWw7O7D68KIThBc9ZQ6meGmpaoZLLGTwvIooEDz9cQRvJ85++TJDT+L7FJnR6YwSdlsTPmS5JbPN5ek5I6pT0C55J5XpGVCYuXw1rShRVjM5zj5reW4Wdh48bJ8fVWJYNxCgeizWTAopJu/S2Td+7OpyQLBpydaOzuIJtDq3eOyFxuIKJKgTjW5faDiMUAp0T3a60Qgqm7og4Guw+OlARhkJfCLR/5nvJnNJYljUU0JSFl2hnpBBJdOTCGubl8oZc/vLmJwzbN8HbzjZs5zak1k8g2DAajeSMhhWtmVQCD3e/1o1lw+5UNH1tInNELjGMMcQrq24101/zmrKoophoeZXczNSujpdGQzzPEHN+fvEthxocOtyiXlcUCsYJhKUluzh9j7mzeT7/tQnue9YyT7tngziWeEp3CfdSWvIFnSizml4jvC3QairaLUWhqMkXRiujXkqkrQDT8DCcD//DGaJRHXjTlaDGcjbWXUfDIFly1vk8z3ppsRgW+ez6rVk05CpEtF4fdELSSWMtGIvZqKPzeVR+d9wenRNQcHP9fL+F08olYHSSghx1nPnYWaYjSTQwdTrSB3L67zSNuRPiZM6qbZyAS4l0rG6Onx+2ul+pTUmrkc71RTtaiUPSw9VlOy4mMkfkEkM3WpudkBSJM2LbHUxskN7Onm4aDcmriM55fi9vubmBkBDHinpN4vsWP3CiZsa4ZnRaC0r5mDvvqqO1oNNRxLGgVNIuHYMjnebyhk5b4nnbOxdSGiwezabCWkuxdOlXM6mDYKwTQIqtxRHrz+/GSQRxElpO87XaWkJceqppDSsGomtkxZJGQx49vZ/yk9dRB63rBLrR1/Olf3L1OSRxrY7KT+54rDQaUsiH6C3rMbZHHpeSSR/Kdsgx758X00oM8aMGHfj+UtSdZmPKO4nZXS+Wi4V+3Q5tSRpb7h3940/vgUTQNgYrILaGdWNZv06jHbtB5ohcYpj2LsiU1mI6HaS3fc63PxoihT3vKVkq6p56KoIwEoRRbwLk85piSXPLkSa+b2g23TogChXrkSQIDCohsxot8D1n2LR2D/y0OiZVX5XSEcQaDWd2Wi2fINfppob2hC0s13DaRxtBlISBfRl3d3siijmgJOXdMmxHnDb9twEWdMyKTY91bRmR4WhIlpa5yhAnzuFI9WSXU7XD3Xm3QBoNEdIiz5NK4Qsg4XlAr8y0f0mhEHgCSmKwH43uc+Ahceot5MTO1TSSXkCxvwrnUiIl16aRzprRNK3lkOef1yzvkniT44XW8qQ2mK7e6vUb7dgNMkfkUuMifr/SaAiCLcu7doNGI2VIjIaUlmZDuXJeYSkWNX5gEEAcuwqbZkeilMX3LdIjsUrCCTcOqDcKSAitpZJTUDVGYI1AbMEt2QrWQqctyOWdCFsUSfdaR+F7hkJRY40ACYudApEUTPpuVWkBKVxPGLULHYR0n+FVWK8U0bIy4IRcW5iPXGPALBpy/SONhiAtk36DlXDsvI4TJTIB6UN1K8RJ+elwhUx/imPU2n/UMd0j2kmgm23PujPSVFAaKU2dKL+PL5bO+WEEQlDfw+nTSFCajulPy0TWcirWiROSAa61Jdw1CJXfupNlF1Iid7MdgBAX5IQAPH68hLECz9ucHkmJbI89USaf0+TyhnxeI6VrPuUHhlIloljUjqcSC+IoTTr3r23SH2d4FubyPPJwGR271E+95tNuyb4SvN0h1Tlp1j0adZ9mw0fHblWRugjpEMpem0AOhqH7K1t2PFfyEyfXEGJpGM2aiXky0syba3v6fK15pPvvLBpyFcL3e2HFYSSlasLfpfZLX3e1jvTAs+Tk3hzQNpKO3ZrX4SIXljU7+PBNf9IGkeneeodmVel2azomtD1uVzQUhdkNnKPhjhBjuxGa9L3hc251jN3aD9kl5brzNI2mbjTzcczj8fVXfnuhyCIilxheuUi8XnNh1v46175JKPL5PZfwXgieOFPi9MkiR25uopQlDN25fd+RThfmcpw4U+BNr191QyZRRU2mqRCWXF4Tx5KHv1Ekn9fcdmcdIRN5+b4khpTuUufO5ZlbyPOVB6vUGz7tSHLXzTXue+ESlbHdkVethUbNxxR09xRS2iRVZAYinNoO3k+JILKWNoKGMeTV7vqG9oeBO8aw1s3l3tih1AyXHqpcQodJanfYdiQ5T2+svKdj1uoV9JjAky69mxN7e6QvasMhT3S1cFIrlsZYV+KYGdnrtTT80E5JpwZYNpoDUnSjFKOgraVtoaljaranKHqzJ8kLuevHuUmO1V9K3z+L+9Ouo9A0lrrtFxvbfv73k2tjLC1rWTEQZg7ISGR35TLA3zfZq2M1ZnCFEwT4U+cXKj1/SP7u49M8+LUKOhYUCppCQWOt4LFHyvzNh2e55UiTfMHQqHvOBspUoTBJDUnHVZme6WAttFvu+pxgmWvZLZO2FsbAXU+p8U3ftMgbX3+OV754gWox5qHjY/z5ew915RF2wtnTef7gzw9z/HgJ39cUCjFjYyGFYtxVelXKydy3dC9lkrL017RTMl02Lny8m5VN/4quLBUHPY9jnkBddyLLGa42+JUislLuPfOM6UkASImaGEMF2/edGkbTy0HekFdRt/x/L6hZyZlY07EmSZmIroDfQhyzaAUVqQZSMMNwwVPLpFKEdnM/lQEHQQhmPY8Dns+tvmJGgkHwRGypjeputwVORhGnYqd0knbK9pLx949x+I6o5NqWrRv5utF9dXfbI2V/+AimlMctvmJqj47fjYIsInIZoHI+4sAM8XoN0253Bc1UqYAqF5Hy8vuDsfb42Bdm+NxXIg5OtynkNZ1QslH3aYeKqakQISxh6GGsoJDXeL7pkVGTBVp1LGR8IkqcEYnnW5RMjFCSsel0FJ22wloXdbnpWJMjR0/SaHgIYXfVw8YYOHu2SKw9Pv/ABEeONClVYrApJUV011VKwsFCAylNslKzrBvNok1Ds5IzccxRz0Ptki3bn9cuCMlhZTlx+eRPMtygCCbHiPN5dK2OTcirIgjwqmVUbm9OiOx4hAcFOT+mJTzUDgqkW6FmJbXYUhIxOVyUoWUtHSvIYRMOlu1WiYwqW5UCcsk6OCVxDlfV9HNKSN6fUh7jSR8qtcugpAFCBBGSDWOYSIjqo0iycuiV2FpOxzEmKdydNwJP6O4xdkL/ORQw4ynCWFOzWQygH5kjcpkglSSYHAMud/Rje+QDw+23Njh8uInyLNYK1td8wk7qz7s+MLVI4ClLuRJ16SAWQbuVyMLnDNYKHvxaBYQgn4+56eYWYSiIonTSujSK5xtEAFLGCGV3lZYxWlCrua/rRkMRRRKthaseSgYURZJ2W2I9ifFhVUsmvCZNbSgoyRHlVCFXDDRQbBjNhBqcAtuRWHuENktRSgr66lFHzXD9wivm8Iq75JBtgzjnYUoxE7JBXVz48YrAhPK6Za0WSytVR0yQ8iRkQjjtf90msYU0olKzjr6ZF3JTa4R+zomHQIvdaZCA460kVouwLxLan46xyXZeMpaONTSN23ZSSSaxNIxh1UrOaMGYHHScdiK/pxwVAUxJQS1bxAwgc0RuYIyVQr7l1fNUx5ySaqejENIyMRkmDe8MUlqMccFSL2mKZ42LipgYxsZjhEyClQJuv6vOhz40zaEDHaBFFAlyOY1SFqUMfmB70WVliTXbNudLEYaCR0+6So9DM21yeU1twwfrUkHWCnTCY6m181QmOpyKFPs82O/7A0ZiQlnWtGbZWCZS5ddd3rN+0ltVQiuLtGa4BiCsIhyXzIw1kA2FusAKlAPSMq5cTUxKyBRAMYkUCAY7TqcP7V4aZtAxCYQr5z2rLcf8XoVMv+6GoP+Bv3uOVsP0CofLQnadjlG8kDQCs2IsB5Qa4JRUpWKftZyONW0LRXE+yS1LXkqcscp4Zimy5dwNjGffs0p1LKTZVIShwhiBjiXNpnK6HAoKhajXvdJzJbxCJqFGz1XSWJuU5FqnQfLyly4xNdlBSsv4eEypFJPLa4Kc7Xb0BVwVzg6KrCm+9IVx2qHzWDxlusK0xgpiLdGml1k2xqVpbvZDylJhE5Z8+gMwrjwqQtBO+DrDpLV+DK+g0t/Z5MlwrUAXFKIcc3NpkeACeQoBhnGlIJlP6fzof8D3l+f26uc2z53+KpSCVBz2XCRWIvATDkc/j2Ovc89gWdB9DpGAQR2UzZDAQU91ozL9P74QHPEU87Ee4LZsh+Ft3L25MEfwekNmS29QBF7MzTc3iWPZ7dzbg6DddkqqnbZHoaAplSJX7isGKwqtEQMShNaAHxgmp0KnPSJdBMT22b7UGREkhmGHORmF0AnTjguwupFDa7Flj5tcEBNbyT7PFd4Ob5WuRcaV4mQcEzHojAxjFLse6DoxGTJczTA5j6gqsAo8aS7YEZmULqKx1VHSCAnQJbNCzxmB0U6AwRIklTCyb5utZtluZl9o7cBDzpUBb+06pEyztF3DMHTCiSlJwbLuKY5sZzuGjx9bR7jN0EPmiNygKBU0yrPEevSEsNaJjj38cIVPfmKKJx8vs7yYJ44EraZKHJIhvrlwImOdjqJQjLsvA1211X6IhIaSRlNGj8OJqL3ghSs88851AFY2csydzRMEelPL73bkUyxFrOoAT7CtsfSEwAeeiDSrRnfl2/uGvSVcSDpDhmsDVgknhngR4O9A6krjDaejmA2jaRmDZmdBsq0e6ltV3uz0KLdAICRHPUWQzNaVhPcx6sHXH7XZqaauJCRzRnI2jmhZd317qcLLIiKDyByRGxTt0EVC1JZ6z+71ZlPxtcfH+duP7+cv3neA2obvUiy9TQDbdTQ6nV5aR2tXNqO8Qfn1FGn7HaUGx5BGXFwkxUnCC2F5xjPWCTzn4Hzq81PUNnyKRU0+qejJ5zSlasR8VKBto23z4F0mvnBs+jNa8EikeSyKWTOj1kKD+1pgRqWSshky3DjYfnb0HugNBKe14EkNq3rrFp3p9s4J6KVNdnY2tir6dTBJOsUTrvcNQMNK1o0bS5rycRUtLnJTNzuzSC22Kyq5ahWPx/BoFPNkFA2QYUfBAJ4QTGUBkQFkjsgNilbH58zpPL4/yHJPkcsZokjy+KnSwD4f+dg0nZbLq4hEbVWmaqcNjziWXcei05bddhk7obvIsqBjgY6dgYgigbUuVZQvaG490gBgpZbjr/72AN/4eoUolChh2Wjm+Oy5g3SE5M5iC0/Ybp55GG7ITiwphUESIjmtoaZHm1tD2jfDGbjKeZZAZshwrWJNb60RAi790DRpHxWHObP5Id/PHelPcqRck+2x+ezWuOhpf/rH/baUU80B4KwWLMRxooWS2BlraRtDUbqKHYXTGRkdOXG9YvoRI2miOBnrkWN319S7rsplFLC8FpBVzdzAeOBrY+w/0KZYium0FVpLp5qac9Uy3/h6hVpzUEL61HyJ9/z1fr7zjWfJFwzWOgJ4p63odNxkDwJDu6WQcncaITDIE1Ge45UYC+12UvOfpIEK+Z4xW28EfOzzM3zyi5qcbzgTHOYfvekB9hUaWGuxokeaG+4xIXBtt0d3yhU0raaC6hqOrUhtQRYRyXCDoYmiYXSXCJ6mKNMSW41lUQ+7KoKT2nKT1VRUb2ng9EZ6+6f8rZ0jIT2kVXxCgrAJb00OkmilcOmQ1PVYtoLl2OIloz+iJAUpk+ux3WiJSqp7LL3UksWyYka7Ym0kkXWk/GGHqDtebNKDJ7MdKTK37AbG3HKRD31khrWVHEFgKJViCgVNHAm+/MAYn7p/atM+pXzEy1600nUwXGoFCkVNtRpRKkW0Wh5f/cpYorKa7LgN88wmJNdUAC2tiFlb9onjRGIoiTw025s9G20UX37yGN/1zQ9RzbUxWHIjUk6pU6KSlU5RSg4pixzB9ogHHJfRsMl2ABJDgBl5rAwZrjec1LCRpDB7lS2ujcKZeLS+zrSwFNUgO0J0q2OcE9MymmibfjYDsGzilikF7YYg7IvECtyiZjNBVBAjGRNQkBKTLFBGnbvnlLjr3K8kY1uQfrXtkV5H2Q4xQIR1zpDP6Mj0jYIsInKD49R8iT/6ywI37W9RrUREseD4mWK3VHYYL713iemZDo2Gh2pbCgWNSprneb6ltuHztx+eYWElz8EDbQ7f5LrfjrIrXT0SDUvzPmOTMUHOgoFmTVJfVZSn3OTM5zWtlhpIFfWjeqvhwFiNgorwxe4q9BUwJhU+muNDK7h1K5hNelOMCrWqxOi2LBxRlpJU3TVO0xgWtaHFLsNBGTJccxCc1hBoTVW4iEPHkvRh2uyEFNHs89zjJu6LOPTKcZ18+hltKQnNUW+rR9Mgsb3VELSbkvEpFyl1CxiP8mRMoaqTPQR1q9nKKlSTvlPerqyGu7qckBzwBMSa9SGV1FqS4tkONWOYFJYJpQgSgl1snXM3b/rvzI2BzBHJAEhOzJVgbvutJiodDh1uEYYSY5x2SBQJlLKugVbeUCwZ7rilQT4wfOQTU7x5tkOQ093ISLd3V99zP+wIwpYgbAtyeUd8LZYNYTtGKUEuZzBG8MAD40Tx5q/sw6ePsu9lHapBiJ+waLfKYQ+6FK5xV0EqJkzEqlUD7y1rzYznbSrlSxt8rWvNzYnegO07Z1kqClJyNpNyznCdI0SytF3YMMGUkgORgPR3OkcVgrwQzEjXHK6epH625KEIt5Bp1FzpndbgB24c1QkNclC1dXOqqIeAXkHvdtyX/qoe17NGMKMU6/GgONmyFYxbQ07IAYn6dDyRtShgyvOTdJTbwhNOwj4vNCe2Ge/1iMwRuUagtYVuOuTKhPD272vj+ZZGY7ArhBCWYlm7ChwBT7tnnbvv3mBpIcfpkwUOH20ipcXrEy9L0zA6ho01xeyRCOVZtHbhVaVgan+MjgUryzm+/OUxHjpe5p7b1rjj9jrVsYg4kpw4UeBr4e2UDq7h94VKdzOF+7VBqlKyOkSYX7YS4pipIYXF2FqWtaYixaaISZpFVghmlaI2ZKSuJiw0y7RaPuUsnZThEiMv5MiSWNlHCA2EZFJJJpRlQ+skVQKCQeWPdCo26pDLW0qVJBqSTLVSxYAEi6BlDGe16xRzRLnWDAI3h9e1YdEKRHLAvVjVlAuTEtZrA1IGghOx4VByvl4nYieBv6Q1h31XcddvctKqoZJU7DMxS5v0na5fZI7INQQrek7IaD735YeUlnIlRgiLcX4InZbEWMHM/g4rywGrKwETkxFxZJHKdeYVwqVkFs54TM44CXijXdlvqy5YnvcZn3ZqrA89VOah42Ve89IFjiSpnjgW5H3N7Xc3+ZfHPsXD1rVD37qh+Naw2C21EZatZCPWzCi3amsZw4aFqoCi9EYaV3CrHH+kkbo6sBgWaXYCeDLgcHj2Sg8nw2XAlfwWbkX2TmtZ0rFpnABZVXk0je5KxqcQydbNJCUzsU87uQDpyv2X5j2UZ5mcjdFYTmlDScABTyWEdTdjAyGZ9iQlYxDJAHZ7fwZIsEAwYpsYyQltmTAxZel4Mata4wnJPuXGEo+4K+krY0qytPvmwtc8MkfkGoEVvel6pQzK2YUCUSQIAkMYOgORz8dI4apc0j40roRO0mrDxGTIxz8xRamoue3WBoWC43rMz+UYK3eYmgkJcsn+QtBuCBbPBfg5CCOB8mLuuKPOWDXiltvqgBNAM1rQ6UjWwiIzUw2O+WvndV+cMRHoEYpqEsMhJShJ1V3VVKRihp4RIlmtDfNI0vfzQO08xnUpMR+VaEQBj52cZXqxzZ2HT17pIWW4RND6ykRPh9G2hkCk9ScOamjZkP7b4IK/gXCCYRNSuv4sQMda2k2BrXmMTfZSvsYI1pY9Oi3B9NEQnUQlpyRMKtVHQHXOSCpFXzqPzufD832Uv1ARhlml8EUvvTTW51SlnJR+FdrefUgXRlfHZ3c5kDki1wC0tljVC0luJ1F8KbHeCDh5osittzXQ2qC1JAhcS24SwpqRMDbhUiqdjisH3j/T4cOfnuXzX52iv+G3EJqXPWuRu+6p09hQtJuSWAvyJYufd+eMY8HEZIfp2TZSOo6JVBbPN/g5xVrdkvdifLGLRHUfho3JhhluRG45qgTFvl413hZ3PnVIRpFar8akx2JY5CMLd2fRkBsA9irRuVnWlrK0Xb7VYCLDwbE90oezS3vECI5rkTSJS7YOLFEcU9aKTlvQbkjaLUm+rJm5KUb1pYCnlIccOpdEDHT/PR84Z8nxT9aHIp4lNIc8LzmPG0s/26WfM5JS3Dc5I1fHx3bZkDki1wCssCBTX/7K4uOfc9GN2QNtEE5vJHVCbOILCBwfxPMNxrgmdT2kTohhrBSDL505UIJ8BScE0AffNwSBe811GO9NaOUZDo3V8cTm1t5boZ+UlpYedqxhdejGjglLQXpdsll/98/h46R1Ak5roHeVBsv6lf7AhpBFQ24cpAuYq4Gi1EKyGMdMJ+TvNBbSP7R0qqQP7cGlQW9LD0Nh1uL74BUgKMPYiEKTUcdOX3fzdW83Jt06TtJHabpluEpoWskuh6T/era2HT2Hxb0vaGxT5XM9InNErnL0oiGuy+2VioakmJkMaXckWrsUjTbgeS4lYwx0J491Y1bKvZ9CSc2z7l7njjvqFEsxUlmCnMEaaLWHraZ7z/RpjHTDt0nHX9/TCaFtZ2nldHTDBi8Qgts8xYbRLBinsFqVImG0OwwHcAcZ9KkIk/sr/feG0cRXCZcnRRYNuXFghcUKe168qYsND4MvBMaSyKOL7rwZHl1vPrmS4BQlNPuUTHgjfSw5uXnup/uPqp/rP/5uoOnpmqSLl/TfU56iZAwrxrJhJT6GglRdx6I3jtHXaIe2UYlTspRVzWS4mpAaE19oIntlP65n3rXKc5+7iucZ4lgShpJ8wT2qN69ven8Wikk9vzC86sWL3HysgbWuQZ7WkMtZCiWNkJZmM9UvcRolQkC7LfF8XPffZEYbRFc5tb/6Zavpq63l0ViTwzIpJdVEkS0lrykBk8qjJA1PxmakLPww0vROum0aarVYakZzZue2FZcVWTTkxkG6gJESrvTX0Mdwk6cIumXuduCBvh0qwrJsHediMN1hu+mRNN3T/7BPj63Z3UNuq4iqBdaMZl67KOmU8ghEGrFxi46iVBSkJYg1DZseZaRF7MIkzk0vLeX+FVvLOa1pX2ULmEuNzBG5itFvTIQQfQHNy4/ZyRbPfc4qQkCj4ZFOMc8zeJ5x/I20oicNiiTOxthYBBjuvLnGTTc3CEPZVUwFWF+TVMci8gWDlFFXzj0KJZ0OxFoQayiXDUJYtEmckO4st33/3xyGdY6GYEJYVq2glJTwjSq7zQnJAWV3ZbzTVIxJ+CORtdSsZlVzVRqSNBpSWJQcDpeu9HAyXEL0L2D0FV5ZH1CCYIQwYErd3Gp0FshJCdoymxBOh+dsKpfuJbyPFGkUI03B7pb6udl2WCpCcQ6ngBoIMaANktoNCezzFI0oHjjKdudMUzxpu4m6saxaBnr03CjIHJFrAL2w/5XDXbfVEg2RwfSJRfTk2fuGmJKtfN9gcgCGO26tIwQDTojbVrC+5lGpaNZWA5YWc6xveDz0eIlXvXSJ6dkOzaZHqwmFQoxSrqIlLWXeKgqSvpYqeXhCMJH83qqpVtog66zWlGXPgKVM/v5j94syGWBBx6zZq1tN9cziJEfa9Ss9jAyXAUL0NDKuFAIMpYTwvVe4dgwuKuKLQR5FCkvvgd4yBg3Uk98HE8GweBui+Xa2ozvvhduymjSqG3UlaXRmXLmGfyWpulGaUY5QL1XsGuid0OkV35jIHJEMu8K+feEgByRBFAnyud7LOh7keEjlSKUvePoa+2ZCJzo0EhKtDbUNjw98crb76oMPV9g30yEINO22JAwDhBKInCUfxLQt1E2LQ14w0qCkEQuFy0/n5PaG2QJSuOhG3Wgq3cZeg6HU1EilK5qmMaxlKqoZMgygINz82Koj7VaEUpL3ikKCNAN8rVHHAcGqMclCwJUJT1vbjcTE9JRW03Ou6ZiilOTE5u4yFrrVPWny2U+UUrdDgGBBW44mFUJpBZDqO6/uG4vFsjiC8Hqj4ca++gy7htGDEY8UUSgxydxMy3iFAISTaseCp+C5965SrkQUSppyOXLVNkMQAsJo8Cv54JMVvvH1KlJCqaTJ5TRSGpci0j4rsUdeSjrWdFcfqZOgsV2BJIMLe+5uZea6dJ7SsGri7mqn//i277UNozmpr14F1QwZrkYMP9SH+V4AvhBUpULidDe2emA5x6F//gnOxJrY2r5mdT3EWKQQ1I1NFiubbYczZ4KG6c3tnWa4xVUInYxi2tYgkv/S45vkmGmDwHNxvKlXzY2ILCKSYVc4fbbA7IEOm9cxAh07SXbXiXfQuPTq4S3tlqRQMAQ5g1IRGxt+lw8ipdMjOXGyOHRmySe+OMWpM0XuvK3G5GRIUAQ/MARCc8SP8fAGcrb9q680YrFmYmIkG1ozLjeHSnvbu3LeMDGL57RgXmsqwvH8m8l4S0laqGZFUhmTOSEZMgyjZulbDAxiqyXB8EzqRR5H625IHBl9WMG4heSJWDMloSwlHiJJszinptrXqBIYILym59I2rWCRNI2hLAdF2YbhnBZFC8UTMRSIyQmLRlCzUBHgY4kQyXiv7lTu5cIlc8X+/b//99x3330Ui0XGx8cv1WkyXCY8+FiFZkNRLMYDvW6EsN3yXGt6P8ak75MsNQSdtoc2Aiwoz5LPa8DieYZCIWZpMcdjI7vruqZ8f/eJ/SwuBQSBRhtBXukBiWgX7uwx6dOIxaqJOaedBWqgaBszEKLtnaVfG6D3rkGybiVrVhEiCZGsWsWqVVddee71gMx2XD8wSDaMZpTwwHZpmc3H6aG/2iYVExyesyliJPNGcjY2AxHd/pLZ9N/9diPlbpyO4y7xfFmbbpplGGk37tURztCaVUnzS0nNSla6f2eLlxSXzIqGYch3f/d387a3ve1SnSLDZUS9FfChj07TbPgUCppSKaJUiruludY65yPtytsPIXEde62gXvOIE6cgX9CUijGeZzl3psDffmQGbUavEDwV8+LnLvKUp21QLESMFzqoPoeo35BZLKs6Zj6OeSzSnNODk/6UNt2wab/xAVjRMStXOeH0ekdmO64vnNOCWuKMDD/s+5GmRoaRcrT6K9m8voXGio5Z3KafU1kYjniqm9rp53n1/wboGMOyjjkdxzwWGxp9EYsGivk47pbs9/9E1nIq1jdkxcvFwCVLzfzcz/0cAL/zO79zqU6R4TLjzEKJP3lPjjuP1ZiZ6SAArQW33VHD9w1K4fgidrOvHyfcD60ltXWffME1urv//glOnStwdjHPVn6xJzWvffkCN93c7Mq8w2BOud+YSARCwLIZfbwYyROxZUzEVKQzTpG1LBvX1jzDlUVmO643CE5pS8XEjMue7kdeCIKEKLpVqrTfOUnLZlM15A1jWDFsG5UcE4YDiROyeVSbz+lLwWq0tR1YtYpa5NI9OeEcoboxrNq0hV+G88FVxRHpdDp0Op3u3xsbG1dwNBlGoR15fPmRCXjE/X3P7Wvcdkedei2gVIkcR6TPQ0hl3wcjFgJrBY264rNfmWCnCfy02zc4dLhFHAmU59I9XWLswHF7xiUndjIKgnUrWNe9v28UrJ7LU6J5pYdxUZHZjp1xZSt5HSei1jff7vDSklzBEde2CgAAHb1JREFUbpXoU8ekYQwLWyw0+rdO9Ud2KtNNjy0RFIUl3CZX5NI9/a9kEdQLxVXlwv3CL/wCY2Nj3Z8jR45c6SFl2AGtdq+2vrbu06h7dNquGVVaqiskFIsxuZzjhDjpd8vjj5fZzVfwjtud7kXUX1EzZFW2W1VlcKqqH166m1bLKddeb6qqme3YGj0C5tXVgtGVsTpnJE5SL2l1SYqUu5FOd8fjsqzu4lImhOlqBmV24erGnhyRd77znV2RnK1+HnroofMezLve9S7W19e7P6dOnTrvY2W4PDh+tkij7pHPu1qVMFS0WgopRbeU11rwfEupFDM2HlEsRmys+3z5weqOxxfCUKnGxLEgigVh5FYfvaDLUJVO8rtlri6je6WxGBZpdoKkx8zKZT9/ZjuuDOJYXrXBvo2+OepKW21XNr0faemu03MWbBizK+XioC8EtJ0rIvq2MVjq2/BNMlwa7Ck181M/9VO89a1v3XabW2655bwHk8vlyOVy571/hksNw5HZFgf3t5HCsrgc8MSZMvffP84L71umWNS0O5J8TuMHri+MsU45Na20UcrSqPv8zQdmqbeCHc9orZN4D3wXXF3cKDEzWSenNjsa/WV4y5kf0sXV0GMmsx1XBkb08pdXMjXjYZiUdBVS1zQsG6hKQy4RCrMwksuRQiCoac2ZXc5tM/TvtKpuFHR6/KuwUeWNgD05ItPT00xPT1+qsWS4ilEphrzqJQvsmwkHxMiet7bG339iH5/85BTPesY65WrYbYQXx5JmU6FjgecnXWmlRY0QM9sakpPHC9x5d51Wzafh+yzGBWZkg2CoaibVEJmLNVFmTLq4GjruZrbjCsCA8XtCXFeqTcS0NEwlXI0U49JSN4YTseGQshSlHCiLTUXFBkXOROJM7e461g3sUz0NkzRFM1x+m1qRpjGcvcG63l4tuGRk1ZMnT7KyssLJkyfRWvPAAw8AcNttt1Euly/VaTNcAnhS89pvmmdqOqTdkejYFcFJaRmbiHjVKxZ4z18f5KH3VHjOU1Z53vNX6bQlUdwrlouiXgC0VNLM7muzVt/dCvarD1W56eYWpWpM2yoMEFmQoiej3LGWljFZ5csQroZoyF6R2Y6LAyMEeHZA9+dyY1Jo9ikfEpXjFAKoSAVoTmhBoDVHPSe3HrN5gQEgseRTueZdIERSN4aKTHti97d8cI5NZG23AierfLlyuGSOyM/8zM/wu7/7u92/n/WsZwHwkY98hJe//OWX6rQZLgFuu6nO5L6QVksNaIQYI2g0FKWS5ql3bPDpB/axuJxHa4E2Owj27CEPu7Re4Df/5Om89tuPc2CyTsnvEAiLRdCyhlOxSSIgmREZxrXYcTezHRcOi3CduxNF4Cs1iknl4g/D3aydg2EpS0lOazpItN2TWdgVTmk4gqYs5UBExmBZ1jGLXTuVVb5cSVwyy/07v/M7WGs3/WSG5NrD0cMtEHaTUJmDwBi4+SZXDjq/nKPTUQTB6ERuEBjCUHJ2Ib+nMXx07hbe9uVv4g+XbuZsLFk1TnToidhmaZgt0B8NKT8ZXxPREMhsx8WAE+4UKGWuGDekwPaN4tK+K2PJ9G1t3RETkm132mbUXqe04HikWdUx60azpJ3Q4eKO5b8ZLheyTyLDjgh8s+1SxRiBlzge7cjjsUdLKOWk2/uhlMH3LcefLFLbBVE1xcOnj7I4ncfLGfYVF2gSck7LTCZ5F/js+q1JNOTyV8pkuMLwLAUVcqXmiEwckJ3iMelDaNnQVS0dtY3FsmzOL7rTQnLOSM5owYKRGSH1KkP2aWTYEWvrfrKqGm0ElLKsr/Yci88+MMnxJ4v4vqFUjCgWY4qlmCAwnDld4BOfn9rT+U8HkxTKMbcfnmM6uL6EuDJkuF7RSZgZOz1kOolUcoRkLtYDEupp7yiAxVjTyDrVXpe4qpRVM1ydePjxMnfdVSOXM3Q6g7lUzzNYC4881mtWFxvF+z86yy2HGtx6rEG5pGm2FE8cL/L46TJmDyHRh08fZfFQnsLRBq/Y9+BFu6YMGTJcWsQ7dKxVCGJrE5Kow7qVtCLNlIJCIv/etoYVbWll6+brFpkjkmFHLK4V+MpXxnjGM9cpFmOiSGIt+L7LPz/5eImHT1SG9pI8cabCE2eGX98bhqMhs37jgo6XIUOGy4c5bblJWHzhoiO9ChhX7TavNcOB+RDJuQF2a38Rb4brEZkjkmFX+NxXJ1iveTz17hqTkyFI2Fj3efjhCg88PIa9BCHTh08fhQA42smiIRkyXIMIkZyINTNKUJYy0TKxNI1m2diE55XhRkfmiGTYJSQPHx/j4eMVSnmNEJZ6y+NS04zqxzxuP3wGIIuGZMhwDSJEclqD1BofV8rryKJZlCODQ+aIZNgjJI32pV/FPHz6KKeDyW40JCOpZshwbcMg6ey8WYYbEFlcLMNVCxcNmQOyaEiGDBkyXK/IHJEMVyXSaMi9Y49n0ZDzRNpxt1XPAp8ZMmS4epE5IhmuOjx8+mg3GlLywywach64FnvMZMiQ4cZE5ohkuOqQRUMuHIMddzNV1QwZMly9yByRDFcV0mjIoemVLBpynsiiIRkyZLiWkDkiGa4qnA4maU0bvmkmq5Q5X2TRkAwZMlxLyByRDFcN0mjIbUfns2jIeSKLhmTIkOFaQ+aIZLhqkEVDLhxpNCTruJshQ4ZrBZkjcg3CF9GVHsJFx8Onj7I4nc+iIReA/mhI+ck4i4ZkyJDhmkDmiFwjiLVAK5DKdYPyxPUlj3w6mIRjYRYNuQBk0ZAMGTJci8gckWsEGgEeCAHqOnNCsmjIhSONhpxZnMyiIRkyZLjiWIiKu942c0SuAVgjMErgeZq8jLJoSIZN6FbKnMxl0ZAMGTJccSxFhV1vmzki1wCMEODZLBqSYSSyaEiGDBmuJsxHJT62fOeut88ckasdVmCUS8lcz9GQYi7MoiHnicWwyGfXb82iIRkyZLgqsBgWaXWCXW+fOSJXOYwEPIvnmes6GvKKfQ9m0ZDzwHxUAuDR0/spPxlf4dFkyJDhRsd8VOLDS3fzxOmZXe+TOSJXMawAm0VDMmyDxbDIh5d63JAsLZMhQ4YribTrNyf8Xe+TOSJXO4RAKYMUduDlhsnTKQomytd2FKFQiLJoyHkii4ZkyJDhakK/ltHUUmfX+2WOyDWKZiHAVmKQlrzKHkI3KtJoCHDJoiEb2rskx82QIcP1hf4+V9Od9V3vl1mYaxANk6ddlQhpOFZcIhD6Sg8pw2XGfFRiMSx2oyGXiqS6rj0a2u68YYYMGW5oDPe5mp6d3/W+WUTkGkSzEMC4ZrJa5/pijWTYCy5HNKShPR5v7p50liFDhhsT/dGQmc7anvbNHJFrDGk0RErLseISYbR7QlCG6wdpNKRV9y5pNCQ2ipW18iU5foYMGa4PDEdDZvbPcbI5tev9M0fkGkOzECAVTFYbqCwjc0MiLY9rtXymF9uXNBryZGsfdi3L4GbIkGFr9Pe5SqMhq7XSrvfPHJFrCGk0hLGYY8XFKz2cDFcIaTSEJ4NLGg0BWF6rUGhlHJEMGTKMxnDX72OHTnG8uQ+7oXZ9jMwRuYbQHw0JtEE3s7TMjYbLFQ0BeLQxi131MO3MEcmQIcNoDEdDGtpnZaNMHO7evcgckWsNYzE5m+VkblR0xYIucTSkoT2W1yrkVgz5ZnRJzpMhQ4ZrG8N9ro4dOsViNAZAsbV7WYnMEfn/2ruf2KjKvQ/g3+ec+dPO9I/WlnK1gAUTJTExuQgkmBh6Q7SLd8GGvEsxhLgAEgMbdNO4IkYSTdAgbLozujImri7hKm7kmuj7vgm+gFTBwlRpse20nenMOed5nruYnulMO50/ZWbOmTnfT1ID7bR9nHZ+/M73PH+IWoSbhrgTwpqRhgDAE2HuektE69Xr1G82IkQtohlpCIB8GgKp0ZFiGkJE69Xz1G82IkQtYO3yuEalIUkZyqch0aTGk9x6n4hKqOep32xEiFpA4WZBTEOIyEv1PueKjQiRzzU9DZFgGkJEG6r3qd9sRIh8rulpyJzJNISISmrEqd9sRIh8jGkIEflNuXOuUnYYHbaq6euxEfExdxspAW4oFVSFmwU1Mg2RAKABvRBiGtLipNTQAoBg3aD6qnTqd0rmNtlcTofRLa2qvy4bEZ+SUgP5YiIg+KMKnLVbJzcqDbE0oLSA0gYMBUR4iFFL0ysNiCj4L1G9bJSGLCkTtjQwu9CFyDwTkbaghYaGhoCGYC0JpGalIZYWyMowoJi+tTopNZQAhGALQvVX7tTvlAwjke2DTprokVk81b1Q9ddlI+JDq8VEQ7CcBFI9Nwsqx9KAVAK2Y0AowDTYiLQyLTRgaDaUVHflzrlaUrkD7jaThgBsRHzJLSYGe5DAqtfWyZVYWmDejgGOgMF/vFqaewFjrFR1XsRQPVU69fteuh86mWtI+nuqT0MANiK+s7aY8L5M8DQ7DVnORGAqwGAa0tLcC5iQ4Bwfqq9KaYh74m5kXqFHZmv++mxEfKawmLAHCaZ6bp1cjpuGmLaAqWuPU8k/Ci9ghBBMQ6iuKp1z9ThpCMBGxFekXJntLgSLSUA1YrOgUorSkIxGOMSr6FbnTlBl3aB6qnTqt5uGOJaxqTQEYCPiP4xBAq3eWydvpDAN6ejKwjINzC7EoUr0I47mLRuioCqXhiwpM5+GxNJOURpi1VA22IgQ+USz0xDLDufTkLvpASAZQseCQtzI5B/raA3JRoQokCrt7FwuDbFU9RfVbESIfKTc1sn1kl8pkzEQ1bIoDYktF++GKLVGRoUbMg4i8rdy51y5aYhtG4+VhgBsRIh8odLWyfWyNg2JPJnF3fQAlBIl0xAAUA7LBFHQVJOGWI4JzJsl54YknXjV34sVhsgnmpWGLMrOdWkI5s11aQgAZFQYWnLeElHQVJOGzCXjJdMQSwlksqGqvxcbESIfKLd1cr3kV8pkcytlRLdTNg2RWkM6JkxOESEKlMdNQ+btOJCtvr1gI0LksXKbBdXT2jRERzWkFhXTEC3ZiRAFSblzrtzD7UqlIUAuDVnOhkuuwNtI9dkJNUfBCgUdkC23U3YED+04BsMpr4fSFO7qGFfx1slTDfme7uSxwjTkt/QA5pLxdWkIkJukqlfOj+DW762lZN2QGsrmLTaqrCgNKbGzc0qGcTc1sJKGFNdsS+fSECUFwnb1dYOJiI+Y5kqhUICj2v9HM2TNApNR/Du5CzNWzOvhNIXbhDx0+vJvzUhDAORXygComIZQ6xEKUDpXQwqbkaiyEFnU0FLgXroflm7/2kKbV480BBmBiK4+EmEi4jNCCyitobSAEYD9G7ruOrizfSv29/4aiFRkxorhRnpb0ftWNwtqXBpi6dW5IR1dWTgwNkxDqPWYpoCjdO4iRqxvNMLLEvZcCLPhLkTBxpNKq3TOVS1pSCxa/V5IbER8xjQFtNJQWkNDFN2qaTfPD00CD4Bbk1vw76FdiIdvtnUj4qYhv/w5WPT+yYd9TUxDNHRU54tJbDnDXLRNFF7EAMWpiDAdRFIGHMfAvI5Bcht4KqH41O/poo9Vk4ZIJYCMQFTXtiEjS5APCS0AJdq5BynSddfJzZHA+vkT7cTdvl3+0VH0ttFBUvXipiFSAh1dWUimIW3JNAUMDUAhdxGzRsRygDkTUhm523JEBapNQ0JpsX4X1ZU0JJMJr6Qhdk3fm42ID7kFRWu0/TTB/C/7ZDS3j0abKty+PZ5A0VtjV8qspiER201D+jk3pE0JnbuAKXURE+q00JmWyGTC0FqwGaEi5U79LkxDIvOqQhpS+wGavDXjU0ILuOFquycjQ9YsHtztw53tWzHTn5u02o63aNwNy+b+MIte6HGkG/Y9C9OQOOeGtD331q5E6YuYuJNBNhNHRoaheHuGVlQ656o4DSmuG5YGpBabTkMAJiK+ZZoid5z3SiqiobweUsMEIRVZu2HZ80OTRW+N4KYhUoqiNMRYZBrSzoQ7R2TlYqZQT/ciwo6CLU0oLZDlChpC+VO/3TRkKd25YRoyb8U3nYYATER8TQBuF5KfgNauhqxZ/M/S07jzYDUVKdRKCUmpeS7ui7zRk1ILWXo1Lu3oysCBgeRiDJG58mmIo3NJnFKAYeeurql1mKbI7QOzwcejyoGR1khno5izO7E9stjU8ZG/VJuG6KSJHrlc8mtYdmjTaQjARsTXhAaEBBxpQJvtvcHZ80OTeDDdh6XJKP41tBtbYkv5j70Yuw+gdZqRUkt03TTkhTUz0RvFTUOWM5FcGtKzslImGaq4UkZqjezKrqohKMBo3zQuiLqcRcSnujAxOYj01mBtJkilrZ5z5dSUhpRjcx+R9mEoQDoCmVC4jduQnMJUZL5n9SptuqcL/+hvjaW9Gy3RbcaGZYUeJw0BAOmYMGwNDQ3J+L7txOayyD6M4pvp3eh+5n9b4rVF9Vfp1O+UDCOR7SubhmxE1fAPFiuM3wkNQwLOylHs7Z6KDMxkgMkong/N5d/mF+L5beD9zr3XWjj+ZizRLZQ/3M5NQ6Iak+mnVtKQ8nNDpNZFJ+6apmrj37jgMiLL6Lrn4NfJwZZ5bVFjbHTqt5uGzC50ITJfWypqa1nTdIKGNSL37t3DsWPHMDw8jM7OTuzatQtjY2OwLE6Sq5WhNeAIqABcmQ5Zs1heCuH/7/8t/yb/6GiJbeAL77UWjn/2r66mpyG5Jbsiv2/I7EK85jTEgILWuqmrtlg3mqcnnUJ0xsA307t9/9qixih36ndxGpKt6baM0kBWhqt+fMNuzdy6dQtKKVy6dAnPPfccbty4gePHjyOVSuH8+fON+rZtSRi5VMTdH0C38Xped65IfM1v5p34Vvyj/6av72cXzjyPZ1YnbVl/rI88G2VdGtKjMZnur2puCLB64q6Ahmkq2MpETcdoPibWjebp6p+HvBtGYnsfUls4VyRoyp36vbRy4OXjpCFODZurNqwRGR0dxejoaP7vO3fuxO3bt3Hx4kUWlE0woQEIKBhtvJA3Z8iaBX5f/fuDSB/QEcK/hnb7dq7I2pnncWt1b5A40h6lIRloIJ+GlONoDak1pGNCq9U0RKncYWrNwrrRXH/LzuG3yX58M7Ab//XM//nytUWNUenU73vpfuikCaC2SapKAxkZBqRPJ6smk0n09fVt+PFsNotsdnXr2IWF6v/n213I1BArW63awoTWgGMJINZ+6ci6f7QfIL/hmZ9TkY1mnjdLqTTkbjq3UgaovIGZm4aYsjANEYDHS8cr1Q2AtWOzhp+5j+m7TyCxvQ94Br59bVF9VUpDUjKcT0PWbudezmoaYsCoIRJpWiMyMTGBCxculL2qOXfuHN57771mDanlhBcdZJMRyF4DViiXsUuZuwKORFKItOlWI+7tGqws7f3vp3/03eS6wnutzVqiu5abhpj2+jQktmxVXLJbKg0xNCBM736xqqkbAGtHPdxIb8NI5LbXw6AmmLFiZU/9rjYNKTxx10RhGmLUtOq/5kbk7NmzeP/998s+5ubNm3jhhRfyf08kEhgdHcWRI0dw/PjxDT/vnXfewenTp/N/X1hYwLZt2zZ8fNCYWRuR+RDmnohDxnMTEa1MB2SHgKUFIqL90hFX4dLeb2LPez2cdabTXU3fsKxQURqS0Qg/IXE7PVhVGuKsrJRRGjAl8mmI0CJ3dkkd+pBG1g2AtYOoWm4aMjE5WLJeuWmIYxnor7Bkt/CMmZCyc2mIzE12F0b1haPmRuTMmTM4evRo2cfs3Lkz/+epqSmMjIzgwIEDuHz5ctnPi0ajiEajtQ4pUCIpB04ygsnep7Az9giRJY3lTAQynIYldNunIkuTUfzSM1j5E5psZqHbV2mIZeZWyiiJqtMQOChOQ1Rul05VhzkijawbAGsHUbXKpSFLysynIbG0U1Ua4p4xE4lkkXYigCNgqNo2mqi5ERkYGMDAwEBVj00kEhgZGcGePXswPj4Ow2j/5aeNZshcKjL7RBw7YrP5VGS+IwbTSAUiFZF/dHg9lPX+8j4NsewwzDVpSKXD7SqlIfXCukHkvYd2bk+mRqchIUPAbuStmWolEgkcPHgQO3bswPnz5zEzM5P/2NatWxv1bQMhmrbhJMOY7HkKw7GZwKUia5f2+kEzl+iu+975lTIGotqpOQ3RGkVpiNYCYiUNaTbWDaLGmbFi+GZ6d9k0xLaNqtKQwhN3I5Es0nI1Dal1h7KGlfQrV65gYmICExMTGBoaKvpYO++D0SyROYXZ3jiGYzOBS0XwO7Dr73NeD6XIr78/6Ys0JPJkFrfTg1BKVJ2GOI5ZlIZAoa5pSC1YN4gao5o0xHJMYN5Ejyy/cqrwxN18GrKyEeJmNKwROXr0aMV7wpW4hcdRwdxVUSoNLTSEAKA1HGVASyBsLMNxOuE8MvFLRy92dD4CUgJJA+jscqBM1bapyI6BX3EnsQ03r/tr1QxgIZPd3MmTj2NJCSTtGKwFB51ZiUVHYvqvENScg/BSBrax8WsnqxQsqSCzBqA0tJZwtAnhADCM/NwQ9/XXjEagHnUDYO1woKEkYEsLUgo4UgKOA8u2YDsWHNuAnbWQidiwrSyctER2yUbKlFgKt/tORcH0ezqCf07tgrylsGXpT2R6V+vVkjJxZ7EHM3MhxBZS6Ik9grVBObM0kFEGlpYUwpkMRCiNJTsCJ2sh5OQmqdqqtrohtI8vMx48eMCZ70Q+cf/+/XUphV+xdhD5QzV1w9eNiFIKU1NT6O7uhhD1ucR3l/Xdv38fPT09dfma7YbPUXWC8jxprbG4uIinn366ZSaO1rt2BOVn/bj4PFUnCM9TLXXDh9P+VhmG0bArsJ6enrb9BagXPkfVCcLz1Nvb6/UQatKo2hGEn3U98HmqTrs/T9XWjda4vCEiIqK2xEaEiIiIPBO4RiQajWJsbIy7MJbB56g6fJ6Cgz/r6vB5qg6fp2K+nqxKRERE7S1wiQgRERH5BxsRIiIi8gwbESIiIvIMGxEiIiLyTGAbkXv37uHYsWMYHh5GZ2cndu3ahbGxMVhWMM+mKPTJJ5/g2WefRUdHB/bv348ffvjB6yH5yrlz57B37150d3djy5YtOHz4MG7fvu31sKgJWDc2xrpRGWtHaYFtRG7dugWlFC5duoSff/4ZH374IT799FO8++67Xg/NU1988QVOnz6NsbEx/PTTT3jppZfw+uuvY3p62uuh+ca1a9dw4sQJXL9+HVeuXIFt23jttdeQSpU/sZJaH+tGaawb1WHtKI3Ldwt88MEHuHjxIn777Tevh+KZ/fv3Y+/evfj4448B5M7s2LZtG06dOoWzZ896PDp/mpmZwZYtW3Dt2jW8+uqrXg+Hmox1g3Vjs1g7cgKbiJSSTCbR19fn9TA8Y1kWfvzxRxw6dCj/PsMwcOjQIXz//fcejszfkskkAAT6dyfIWDdYNzaLtSOHjciKiYkJXLhwAW+99ZbXQ/HMo0ePIKXE4OBg0fsHBwfx559/ejQqf1NK4e2338Yrr7yCF1980evhUJOxbrBubBZrx6q2a0TOnj0LIUTZt1u3bhV9TiKRwOjoKI4cOYLjx497NHJqRSdOnMCNGzfw+eefez0UegysG9RsrB2rQl4PoN7OnDmDo0ePln3Mzp0783+emprCyMgIDhw4gMuXLzd4dP7W398P0zTx8OHDovc/fPgQW7du9WhU/nXy5El8/fXX+O677xpy5Dw1D+vG5rFu1I61o1jbNSIDAwMYGBio6rGJRAIjIyPYs2cPxsfHYRhtFxDVJBKJYM+ePbh69SoOHz4MIBcfXr16FSdPnvR2cD6itcapU6fw5Zdf4ttvv8Xw8LDXQ6LHxLqxeawb1WPtKK3tGpFqJRIJHDx4EDt27MD58+cxMzOT/1iQu/jTp0/jjTfewMsvv4x9+/bho48+QiqVwptvvun10HzjxIkT+Oyzz/DVV1+hu7s7fx+8t7cXnZ2dHo+OGol1ozTWjeqwdmxAB9T4+LgGUPIt6C5cuKC3b9+uI5GI3rdvn75+/brXQ/KVjX5vxsfHvR4aNRjrxsZYNypj7SiN+4gQERGRZ4J9c5OIiIg8xUaEiIiIPMNGhIiIiDzDRoSIiIg8w0aEiIiIPMNGhIiIiDzDRoSIiIg8w0aEiIiIPMNGhIiIiDzDRoSIiIg8w0aEiIiIPMNGhIiIiDzzH+C2FXarTKnoAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. 引入相关的SVC分类器\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "# 2. 定义模型\n",
    "SVC_model = SVC(kernel='rbf',C=0.05,random_state=42)\n",
    "\n",
    "# 3. 定义Boosting模型\n",
    "for subplot,rate in ((121,1),(122,0.5)):\n",
    "    # 3.1 定义视图，初始化权重\n",
    "    plt.subplot(subplot)\n",
    "    weights = np.ones(len(y_train)) \n",
    "    # 3.2 训练模型\n",
    "    for i in range(5):\n",
    "        SVC_model.fit(X_train,y_train,sample_weight=weights)\n",
    "        # 3.3 对结果进行预测，根据预测结果更新权重\n",
    "        weights[SVC_model.predict(X_train)!=y_train] *= (1+rate)\n",
    "        # 3.4 绘制决策边界\n",
    "        plot_decision_boundary(SVC_model,X_train,y_train)\n",
    "\n",
    "# 4. 结果展示\n",
    "plt.show()\n",
    "\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T08:50:36.654822700Z",
     "start_time": "2024-05-15T08:50:35.733632700Z"
    }
   },
   "id": "6adabb5fdf85363d"
  },
  {
   "cell_type": "markdown",
   "source": [
    "Boosting策略实现--实际使用"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "be587336d314cc55"
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "591189eedd1b1bf6",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T08:50:45.354908500Z",
     "start_time": "2024-05-15T08:50:44.522634300Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\python-3.9.5\\lib\\site-packages\\sklearn\\ensemble\\_weight_boosting.py:519: FutureWarning: The SAMME.R algorithm (the default) is deprecated and will be removed in 1.6. Use the SAMME algorithm to circumvent this warning.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. 引入相关的AdaBoost分类器\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "# 2. 定义模型\n",
    "AdaBoost_model = AdaBoostClassifier(\n",
    "    estimator= DecisionTreeClassifier(max_depth=1,random_state=42),\n",
    "    n_estimators=500,\n",
    "    learning_rate=0.1,\n",
    "    random_state=42)\n",
    "\n",
    "# 3. 训练模型\n",
    "AdaBoost_model.fit(X_train,y_train)\n",
    "\n",
    "# 4. 预测结果    \n",
    "plot_decision_boundary(AdaBoost_model,X_train,y_train)\n",
    "plt.title('AdaBoost')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "gradient boosting--手动实现"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "837d74aea11cc276"
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "e9fc9c2d400a2ef4",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T10:07:29.672093700Z",
     "start_time": "2024-05-15T10:07:29.614886400Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "y_test: [0.75026781]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeRegressor\n",
    "\n",
    "# 1. 定义数据\n",
    "np.random.seed(42)\n",
    "X = np.random.rand(100,1) - 0.5\n",
    "y = 3*X[:,0]**2 + 0.05*np.random.randn(100)\n",
    "\n",
    "\n",
    "# 2. 初始模型训练\n",
    "tree_reg_1 = DecisionTreeRegressor(max_depth=2,random_state=42)\n",
    "tree_reg_1.fit(X,y)\n",
    "y_pred_1 = tree_reg_1.predict(X)\n",
    "\n",
    "# 3. 第一次增量训练\n",
    "tree_reg_2 = DecisionTreeRegressor(max_depth=2,random_state=42)\n",
    "tree_reg_2.fit(X,y-y_pred_1)\n",
    "y_pred_2 = y_pred_1 + tree_reg_2.predict(X)\n",
    "\n",
    "# 4. 第二次增量训练\n",
    "tree_reg_3 = DecisionTreeRegressor(max_depth=2,random_state=42)\n",
    "tree_reg_3.fit(X,y-y_pred_2)\n",
    "y_pred_3 = y_pred_2 + tree_reg_3.predict(X)\n",
    "\n",
    "# 5. 最终测试\n",
    "x_test = ([[0.8]])\n",
    "y_test = tree_reg_1.predict(x_test) + tree_reg_2.predict(x_test) + tree_reg_3.predict(x_test)\n",
    "print('y_test:',y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "图形对比展示效果"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "c1e0294b55839c8b"
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x400 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. 定义决策边界函数\n",
    "def plot_decision_boundary_2D(model, X,y,  title, xlabel):\n",
    "    x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n",
    "    x = np.linspace(x_min, x_max, 200).reshape(-1, 1)\n",
    "    y_pred = sum([tree.predict(x) for tree in model]).reshape(-1, 1)\n",
    "    plt.plot(X[:, 0], y, 'b.')\n",
    "    plt.plot(x, y_pred, 'r-', linewidth=2, label=title)\n",
    "    plt.legend(loc='upper left')\n",
    "    plt.ylabel('y')\n",
    "    plt.xlabel(xlabel)\n",
    "    plt.title(title)\n",
    "\n",
    "# 2. 图像展示\n",
    "plt.figure(figsize=(12, 4))\n",
    "plt.subplot(131)\n",
    "plot_decision_boundary_2D([tree_reg_1], X, y, 'Tree 1', 'X')\n",
    "plt.subplot(132)\n",
    "plot_decision_boundary_2D([tree_reg_1,tree_reg_2], X, y, 'Tree 1 + Tree 2', 'X')\n",
    "plt.subplot(133)\n",
    "plot_decision_boundary_2D([tree_reg_1,tree_reg_2,tree_reg_3], X, y, 'Tree 1 + Tree 2 + Tree 3', 'X')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T10:10:50.703884800Z",
     "start_time": "2024-05-15T10:10:50.485213Z"
    }
   },
   "id": "415b9224173515b7"
  },
  {
   "cell_type": "markdown",
   "source": [
    "gradient boosting--实际使用"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "6676d6e3fdd68112"
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. 引入相关的GradientBoosting分类器\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "\n",
    "# 2. 定义模型\n",
    "GradientBoosting_model = GradientBoostingRegressor(\n",
    "    n_estimators=100,\n",
    "    learning_rate=0.1,\n",
    "    max_depth=2,\n",
    "    random_state=42)\n",
    "\n",
    "# 3. 训练模型\n",
    "GradientBoosting_model.fit(X,y)\n",
    "\n",
    "# 4. 预测结果\n",
    "plot_decision_boundary_2D([GradientBoosting_model], X, y, 'Gradient Boosting', 'X')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T10:11:47.550762300Z",
     "start_time": "2024-05-15T10:11:47.404862200Z"
    }
   },
   "id": "43bd4b986e5c0f18"
  },
  {
   "cell_type": "markdown",
   "source": [
    "模型参数对照实验"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "75c115eba1a24a3a"
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 4 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. 定义对比模型\n",
    "GradientBoosting_model_1 = GradientBoostingRegressor(\n",
    "    n_estimators=100,\n",
    "    learning_rate=1,\n",
    "    max_depth=2,\n",
    "    random_state=42).fit(X,y)\n",
    "\n",
    "GradientBoosting_model_2 = GradientBoostingRegressor(\n",
    "    n_estimators=100,\n",
    "    learning_rate=0.1,\n",
    "    max_depth=2,\n",
    "    random_state=42).fit(X,y)\n",
    "\n",
    "GradientBoosting_model_3 = GradientBoostingRegressor(\n",
    "    n_estimators=3,\n",
    "    learning_rate=0.1,\n",
    "    max_depth=2,\n",
    "    random_state=42).fit(X,y)\n",
    "\n",
    "# 2. 绘制对比图\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.subplot(221)\n",
    "plot_decision_boundary_2D([GradientBoosting_model_1], X, y, 'learning_rate=1, n_estimators=100', 'X')\n",
    "plt.subplot(222)\n",
    "plot_decision_boundary_2D([GradientBoosting_model_2], X, y, 'learning_rate=0.1, n_estimators=100', 'X')\n",
    "plt.subplot(223)\n",
    "plot_decision_boundary_2D([GradientBoosting_model_2], X, y, 'learning_rate=0.1, n_estimators=100', 'X')\n",
    "plt.subplot(224)\n",
    "plot_decision_boundary_2D([GradientBoosting_model_3], X, y, 'learning_rate=0.1, n_estimators=3', 'X')\n",
    "plt.subplots_adjust(wspace=0.5, hspace=0.5)\n",
    "plt.show()\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T10:17:10.026670200Z",
     "start_time": "2024-05-15T10:17:09.702066100Z"
    }
   },
   "id": "b97f1f8524cf65ae"
  },
  {
   "cell_type": "markdown",
   "source": [
    "提前停止策略"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "c6e93a9305c4e345"
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. 引入相关的GradientBoosting分类器，拆分数据集\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "train_X, test_X, train_y, test_y = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "\n",
    "# 2. 定义模型\n",
    "GradientBoosting_model = GradientBoostingRegressor(\n",
    "    n_estimators=120,\n",
    "    learning_rate=0.1,\n",
    "    max_depth=2,\n",
    "    random_state=42).fit(train_X,train_y)\n",
    "\n",
    "# 3. 训练模型\n",
    "errors = [mean_squared_error(test_y, y_pred) for y_pred in GradientBoosting_model.staged_predict(test_X)]\n",
    "bst_n_estimators = np.argmin(errors)\n",
    "\n",
    "# 4. 选择最优模型\n",
    "GradientBoosting_model = GradientBoostingRegressor(\n",
    "    n_estimators=bst_n_estimators,\n",
    "    learning_rate=0.1,\n",
    "    max_depth=2,\n",
    "    random_state=42).fit(train_X,train_y)\n",
    "\n",
    "# 5. 预测结果\n",
    "plot_decision_boundary_2D([GradientBoosting_model], X, y, 'Gradient Boosting', 'X')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T12:07:25.262972300Z",
     "start_time": "2024-05-15T12:07:25.093477800Z"
    }
   },
   "id": "d4fa214e2f6e0f9e"
  },
  {
   "cell_type": "markdown",
   "source": [
    "绘制对比实验"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "3723b80f73455aa2"
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.绘制error曲线，加入最低点特征\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.subplot(121)\n",
    "plt.plot(errors)\n",
    "plt.plot(bst_n_estimators, errors[bst_n_estimators], 'o', color='black')\n",
    "plt.plot([0, 120], [errors[bst_n_estimators], errors[bst_n_estimators]], '--', color='black')\n",
    "plt.plot([bst_n_estimators, bst_n_estimators], [0, 0.005], '--', color='black')\n",
    "plt.text(bst_n_estimators, 0, f'({bst_n_estimators}, 0)' )\n",
    "plt.title('Gradient Boosting')\n",
    "plt.ylim(0,0.005)\n",
    "plt.xlabel('n_estimators')\n",
    "plt.ylabel('error')\n",
    "\n",
    "# 2. 绘制决策边界\n",
    "plt.subplot(122)\n",
    "plot_decision_boundary_2D([GradientBoosting_model], X, y, 'Gradient Boosting', 'X')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T12:07:28.066695200Z",
     "start_time": "2024-05-15T12:07:27.911011900Z"
    }
   },
   "id": "72975598b8ecea7a"
  },
  {
   "cell_type": "markdown",
   "source": [
    "实行提前终止策略"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "5943313a71888ca2"
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best number of trees: 88\n"
     ]
    }
   ],
   "source": [
    "# 1. 定义模型,实行热部署\n",
    "GradientBoosting_model = GradientBoostingRegressor(\n",
    "    learning_rate=0.1,\n",
    "    max_depth=2,\n",
    "    random_state=42,\n",
    "    warm_start=True)\n",
    "\n",
    "min_val_error = float('inf')\n",
    "error_going_up = 0\n",
    "# 2. 训练模型，实行提前终止策略，如果验证集误差不再下降，则提前终止\n",
    "for n_estimators in range(1, 120):\n",
    "    GradientBoosting_model.n_estimators = n_estimators\n",
    "    GradientBoosting_model.fit(train_X, train_y)\n",
    "    y_pred = GradientBoosting_model.predict(test_X)\n",
    "    val_error = mean_squared_error(test_y, y_pred)\n",
    "    if val_error < min_val_error:\n",
    "        min_val_error = val_error\n",
    "        error_going_up = 0\n",
    "    else:\n",
    "        error_going_up += 1\n",
    "        if error_going_up == 5:\n",
    "            break\n",
    "\n",
    "print(f'Best number of trees: {GradientBoosting_model.n_estimators}')\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-15T12:07:42.442541400Z",
     "start_time": "2024-05-15T12:07:42.336143400Z"
    }
   },
   "id": "e1b245eb06c045f4"
  },
  {
   "cell_type": "markdown",
   "source": [
    "Stacking策略"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "14a6a0b5b71b8945"
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "outputs": [],
   "source": [
    "# 1. 导入依赖，拆分数据\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.datasets import fetch_openml\n",
    "\n",
    "mnist = fetch_openml('mnist_784', version=1)\n",
    "X, y = mnist['data'], mnist['target']\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n"
   ],
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     "start_time": "2024-05-15T12:39:18.645797400Z"
    }
   },
   "id": "8cb7fcd570cc2bb2"
  },
  {
   "cell_type": "code",
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\python-3.9.5\\lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n",
      "  warnings.warn(\n",
      "d:\\python\\python-3.9.5\\lib\\site-packages\\sklearn\\svm\\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# 2. 定义第一轮，第二轮所用模型\n",
    "from sklearn.ensemble import RandomForestClassifier,ExtraTreesClassifier\n",
    "from sklearn.svm import LinearSVC\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "\n",
    "estimators = [\n",
    "    ('rf', RandomForestClassifier(n_estimators=100, random_state=42)),\n",
    "    ('et', ExtraTreesClassifier(n_estimators=100, random_state=42)),\n",
    "    ('svm', LinearSVC(random_state=42)),\n",
    "    ('mlp', MLPClassifier(random_state=42))\n",
    "]\n",
    "\n",
    "# 3. 训练第一轮模型\n",
    "from sklearn.ensemble import StackingClassifier\n",
    "\n",
    "clf = StackingClassifier(\n",
    "    estimators=estimators, \n",
    "    final_estimator=RandomForestClassifier(n_estimators=10, random_state=42))\n",
    "\n",
    "clf.fit(X_train, y_train)\n",
    "\n",
    "# 4. 预测结果\n",
    "y_pred = clf.predict(X_test)\n",
    "print('accuracy:',accuracy_score(y_test,y_pred))"
   ],
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